< ! D O C T Y P E H T M L P U B L I C " - / / W 3 C / / D T D H T M L 4 . 0 1 T r a n s i t i o n a l / / E N "
" h t t p : / / w w w . w 3 . o r g / T R / h t m l 4 / l o o s e . d t d " >
< h t m l >
< h e a d >
< m e t a h t t p - e q u i v = " C o n t e n t - T y p e " c o n t e n t = " t e x t / h t m l ; c h a r s e t = i s o - 8 8 5 9 - 1 " >
< m e t a n a m e = " k e y w o r d s " c o n t e n t = " S B M I 2 0 1 5 , S c e n e B a c k g r o u n d I n i t i a l i z a t i o n " >
< t i t l e > S c e n e B a c k g r o u n d I n i t i a l i z a t i o n ( S B I ) d a t a s e t < / t i t l e >
< / h e a d >
< b o d y >
< s p a n s t y l e = ' f o n t - f a m i l y : " C a l i b r i " ; c o l o r : n a v y ; ' >
< b > < h 2 a l i g n = " c e n t e r " > S c e n e B a c k g r o u n d I n i t i a l i z a t i o n ( S B I ) d a t a s e t < / h 2 > < / b > < / p >
T h e < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / s b m i 2 0 1 5 . n a . i c a r . c n r . i t / S B I d a t a s e t . h t m l > S B I d a t a s e t < / a > h a s b e e n a s s e m b l e d i n o r d e r t o m o v e t h e f i r s t s t e p s t o w a r d s e v a l u a t i n g a n d c o m p a r i n g t h e r e s u l t s
o f b a c k g r o u n d i n i t i a l i z a t i o n a l g o r i t h m s a n d a d o p t e d f o r t h e < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / s b m i 2 0 1 5 . n a . i c a r . c n r . i t > S B M I 2 0 1 5 W o r k s h o p < / a > a n d t h e
< a t a r g e t = " _ b l a n k " h r e f = h t t p s : / / w w w . s c i e n c e d i r e c t . c o m / j o u r n a l / p a t t e r n - r e c o g n i t i o n - l e t t e r s / v o l / 9 6 >
S p e c i a l I s s u e o f P a t t e r n R e c o g n i t i o n L e t t e r s J o u r n a l o n S c e n e B a c k g r o u n d M o d e l i n g a n d I n i t i a l i z a t i o n < / a > ( 2 0 1 6 ) .
A d e s c r i p t i o n a n d s o m e r e s u l t s c a n b e f o u n d i n < a h r e f = " # [ 1 ] " > o u r w o r k [ 1 ] < / a > .
T h e d a t a s e t i n c l u d e s :
< p > A ) a < a h r e f = " # [ D a t a s e t ] " > d a t a s e t o f 1 4 i m a g e s e q u e n c e s < / a > a n d t h e c o r r e s p o n d i n g 1 4 < a h r e f = " # [ D a t a s e t ] " > g r o u n d t r u t h b a c k g r o u n d s < / a >
< b > ( u p d a t e d o n J a n u a r y 2 5 , 2 0 1 6 ) < / b > ;
< p > B ) < a h r e f = " # [ M e t r i c s ] " > M a t l a b s c r i p t s < / a > < b > ( u p d a t e d o n J u l y 2 6 , 2 0 1 6 ) < / b > f o r e v a l u a t i n g b a c k g r o u n d i n i t i a l i z a t i o n r e s u l t s . < / p >
< p > < a h r e f = " # [ R e s u l t s ] " > R e s u l t s o f m e t h o d s r e p o r t e d i n < / a > < a h r e f = " # [ 2 ] " > [ 2 ] < / a > a r e a l s o a v a i l a b l e < b > ( u p d a t e d o n N o v e m b e r 3 0 , 2 0 1 6 ) . < / b > < / p >
< ! - - A n y o t h e r r e s e a r c h e r i n v o l v e d i n b a c k g r o u n d i n i t i a l i z a t i o n i s i n v i t e d t o c o n d u c t a n d r e p o r t r e s u l t s o f q u a n t i t a t i v e e v a l u a t i o n o f t h e i r m e t h o d s u s i n g t h e a b o v e m a t e r i a l .
< b > P l e a s e , c h e c k f o r s i g n a l e d u p d a t e s , < / b > a s w e a r e e x t e n d i n g t h e p r o v i d e d m a t e r i a l w i t h t h e a i m o f e n h a n c i n g t h e p r o p o s e d q u a n t i t a t i v e a n a l y s i s .
T o t h i s e n d , a n y s u g g e s t i o n i s s t r o n g l y a p p r e c i a t e d . < / p > - - >
< p > < a n a m e = [ D a t a s e t ] > < d i v a l i g n = " l e f t " > < h 3 > A ) D a t a s e t o f 1 4 i m a g e s e q u e n c e s a n d c o r r e s p o n d i n g g r o u n d t r u t h b a c k g r o u n d s < / h 3 > < / d i v > < / a > < / p >
T h e < b > 1 4 i m a g e s e q u e n c e s < / b > h a v e b e e n e x t r a c t e d b y o r i g i n a l p u b l i c l y a v a i l a b l e s e q u e n c e s t h a t a r e f r e q u e n t l y u s e d i n t h e l i t e r a t u r e t o e v a l u a t e b a c k g r o u n d i n i t i a l i z a t i o n a l g o r i t h m s : < / p >
< d i v a l i g n = " c e n t e r " >
< s p a n a l i g n = " c e n t e r " >
< t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< t r > < b >
< t d > < b > N a m e < / b > < / t d >
< t d > < b > D a t a s e t < / b > < / t d >
< t d > < b > O r i g i n a l < b r > f r a m e s < / b > < / t d >
< t d > < b > U s e d < b r > f r a m e s < / b > < / t d >
< t d > < b > O r i g i n a l < b r > r e s o l u t i o n < / b > < / t d >
< t d > < b > F i n a l < b r > r e s o l u t i o n < / b > < / t d >
< t d > < b > B r i e f d e s c r i p t i o n < b r > a n d i s s u e s < / b > < / t d >
< / b > < / t r >
< t r > < t d > B o a r d < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I < / a > < / t d > < t d > 0 - 2 2 7 < / t d > < t d > 0 - 2 2 7 < / t d > < t d > 2 0 0 x 1 6 4 < / t d > < t d > 2 0 0 x 1 6 4 < / t d > < t d > M a n m o v i n g i n f r o n t o f a d a s h b o a r d , w i t h m i l d s h a d o w s < / t d > < / t r >
< t r > < t d > C a n d e l a _ m 1 . 1 0 < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . m u l t i t e l . b e / i m a g e / r e s e a r c h - d e v e l o p m e n t / r e s e a r c h - p r o j e c t s / c a n d e l a / a b a n d o n - s c e n a r i o . p h p > C a n d e l a < / a > < / t d > < t d > 0 - 8 5 5 < / t d > < t d > 8 5 - 4 3 5 < / t d > < t d > 3 5 2 x 2 8 8 < / t d > < t d > 3 5 2 x 2 8 8 < / t d > < t d > M a n e n t e r i n g a n d l e a v i n g a r o o m , a b a n d o n i n g a b a g f o r m o s t o f t h e f r a m e s < / t d > < / t r >
< t r > < t d > C A V I A R 1 < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / g r o u p s . i n f . e d . a c . u k / v i s i o n / C A V I A R / C A V I A R D A T A 1 / > C A V I A R < / a > < / t d > < t d > 0 - 7 2 5 < / t d > < t d > 1 1 5 - 7 2 4 < / t d > < t d > 3 8 4 x 2 8 8 < / t d > < t d > 3 8 4 x 2 5 6 < / t d > < t d > P e o p l e s l o w l y w a l k i n g a l o n g a c o r r i d o r , w i t h m i l d s h a d o w s < / t d > < / t r >
< t r > < t d > C A V I A R 2 < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / g r o u p s . i n f . e d . a c . u k / v i s i o n / C A V I A R / C A V I A R D A T A 1 / > C A V I A R < / a > < / t d > < t d > 0 - 1 5 0 0 < / t d > < t d > 9 0 0 - 1 3 6 0 < / t d > < t d > 3 8 4 x 2 8 8 < / t d > < t d > 3 8 4 x 2 5 6 < / t d > < t d > P e o p l e e n t e r i n g a n d l e a v i n g a s t o r e , s t a n d i n g o n l y f o r f e w f r a m e s < / t d > < / t r >
< t r > < t d > C a V i g n a l < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I < / a > < / t d > < t d > 0 - 2 5 7 < / t d > < t d > 0 - 2 5 7 < / t d > < t d > 2 0 0 x 1 3 6 < / t d > < t d > 2 0 0 x 1 3 6 < / t d > < t d > M a n s t a n d i n g f o r m o s t o f t h e f r a m e s a n d t h e n m o v i n g < / t d > < / t r >
< t r > < t d > F o l i a g e < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I < / a > < / t d > < t d > 0 - 3 9 9 < / t d > < t d > 6 - 3 9 9 < / t d > < t d > 2 0 0 x 1 4 8 < / t d > < t d > 2 0 0 x 1 4 4 < / t d > < t d > P a r k e d c a r s o c c l u d e d b y b i g w a v i n g l e a v e s < / t d > < / t r >
< t r > < t d > H a l l & M o n i t o r < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . i c s . f o r t h . g r / c v r l / d e m o s / N E M E S I S / h a l l _ m o n i t o r . m p g > C O S T 2 1 1 < / a > < / t d > < t d > 0 - 2 9 9 < / t d > < t d > 4 - 2 9 9 < / t d > < t d > 3 5 2 x 2 4 0 < / t d > < t d > 3 5 2 x 2 4 0 < / t d > < t d > W a l k i n g p e r s o n a n d a b a n d o n e d b a g i n t h e s a m e i m a g e r e g i o n f o r m o s t o f t h e f r a m e s < / t d > < / t r >
< t r > < t d > H i g h w a y I < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / c v r r . u c s d . e d u / a t o n / s h a d o w / i n d e x . h t m l > A T O N < / a > < / t d > < t d > 0 - 4 3 9 < / t d > < t d > 0 - 4 3 9 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > F a s t m o t i o n o f c a r s a l o n g a h i g h w a y , w i t h s t r o n g s h a d o w s a n d s m a l l c a m e r a j i t t e r < / t d > < / t r >
< t r > < t d > H i g h w a y I I < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / c v r r . u c s d . e d u / a t o n / s h a d o w / i n d e x . h t m l > A T O N < / a > < / t d > < t d > 0 - 4 9 9 < / t d > < t d > 0 - 4 9 9 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > F a s t m o t i o n o f c a r s a l o n g a h i g h w a y , w i t h s t r o n g s h a d o w s a n d s m a l l c a m e r a j i t t e r < / t d > < / t r >
< t r > < t d > H u m a n B o d y 2 < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p s : / / w w w . e c s e . r p i . e d u / ~ c v r l / h u m a n b o d y / > R P I I S L < / a > < / t d > < t d > 0 - 8 9 8 < / t d > < t d > 7 0 - 8 1 0 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > P e o p l e q u i c k l y w a l k i n g i n d o o r , w i t h m i l d s h a d o w s < / t d > < / t r >
< t r > < t d > I B M t e s t 2 < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . r e s e a r c h . i b m . c o m / p e o p l e v i s i o n / p e r f o r m a n c e e v a l u a t i o n . h t m l > I B M < / a > < / t d > < t d > 0 - 1 7 5 0 < / t d > < t d > 1 0 2 7 - 1 1 1 7 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > P e o p l e q u i c k l y w a l k i n g a l o n g i n d o o r c o r r i d o r s < / t d > < / t r >
< t r > < t d > P e o p l e & F o l i a g e < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I < / a > < / t d > < t d > 0 - 3 4 9 < / t d > < t d > 0 - 3 4 0 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > 3 2 0 x 2 4 0 < / t d > < t d > P a r k e d c a r s o c c l u d e d b y m o v i n g p e o p l e a n d b i g w a v i n g l e a v e s < / t d > < / t r >
< t r > < t d > S n e l l e n < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I < / a > < / t d > < t d > 0 - 3 3 3 < / t d > < t d > 0 - 3 2 0 < / t d > < t d > 1 4 6 x 1 5 0 < / t d > < t d > 1 4 4 x 1 4 4 < / t d > < t d > S t a t i o n a r y S n e l l e n c h a r t o c c l u d e d a n d s h a d o w e d b y b i g w a v i n g l e a v e s < / t d > < / t r >
< t r > < t d > T o s c a n a < / t d > < t d > < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . m p i - i n f . m p g . d e / ~ g r a n a d o s / > M P I I n f o r m a t i k < / a > < / t d > < t d > 0 - 5 < / t d > < t d > 0 - 5 < / t d > < t d > 2 2 7 2 x 1 7 0 4 < / t d > < t d > 8 0 0 x 6 0 0 < / t d > < t d > V e r y f e w o u t d o o r p i c t u r e s o f p e d e s t r i a n s t a k e n a t d i f f e r e n t t i m e s < / t d > < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< p > T h e s u b s e t s o f u s e d f r a m e s h a v e b e e n s e l e c t e d i n o r d e r t o a v o i d t h e i n c l u s i o n i n t o t h e t e s t i n g s e q u e n c e s o f e m p t y f r a m e s
( f r a m e s n o t i n c l u d i n g f o r e g r o u n d o b j e c t s ) , w h i l e t h e f i n a l r e s o l u t i o n h a s b e e n c h o s e n i n o r d e r t o a v o i d p r o b l e m s i n t h e c o m p u t a t i o n o f
b o u n d a r y p a t c h e s f o r b l o c k - b a s e d m e t h o d s . < / p >
T h e < b > g r o u n d t r u t h s < / b > h a v e b e e n m a n u a l l y o b t a i n e d b y c h o o s i n g o n e o f t h e s e q u e n c e f r a m e s f r e e o f f o r e g r o u n d o b j e c t s ( n o t i n c l u d e d i n t o t h e s u b s e t s o f u s e d f r a m e s ) ,
b y s t i t c h i n g t o g e t h e r e m p t y b a c k g r o u n d r e g i o n s f r o m d i f f e r e n t s e q u e n c e f r a m e s , o r b y t e m p o r a l m e d i a n o f b a c k g r o u n d r e g i o n s .
< s p a n a l i g n = " c e n t e r " >
< t a b l e >
< t r >
< t d > 1 . < / t d >
< t d > < i > B o a r d < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / B o a r d _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / B o a r d . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ B o a r d . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ B o a r d . p n g > B a c k g r o u n d < / a > < / t d >
< t r >
< t d > 2 . < / t d >
< t d > < i > C a n d e l a _ m 1 . 1 0 < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . m u l t i t e l . b e / i m a g e / r e s e a r c h - d e v e l o p m e n t / r e s e a r c h - p r o j e c t s / c a n d e l a / a b a n d o n - s c e n a r i o . p h p > C a n d e l a d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / C a n d e l a _ m 1 . 1 0 _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / C a n d e l a _ m 1 . 1 0 . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ C a n d e l a _ m 1 . 1 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ C a n d e l a _ m 1 . 1 0 . p n g > B a c k g r o u n d < / a > < b r > < / t d >
< t r >
< t d > 3 . < / t d >
< t d > < i > C A V I A R 1 < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / g r o u p s . i n f . e d . a c . u k / v i s i o n / C A V I A R / C A V I A R D A T A 1 / > C A V I A R T e s t C a s e S c e n a r i o s < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / C A V I A R 1 _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / C A V I A R 1 . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ C A V I A R 1 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ C A V I A R 1 . p n g > B a c k g r o u n d < / a > < b r > < / t d >
< t r >
< t d > 4 . < / t d >
< t d > < i > C A V I A R 2 < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / g r o u p s . i n f . e d . a c . u k / v i s i o n / C A V I A R / C A V I A R D A T A 1 / > C A V I A R T e s t C a s e S c e n a r i o s < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / C A V I A R 2 _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / C A V I A R 2 . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ C A V I A R 2 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ C A V I A R 2 . p n g > B a c k g r o u n d < / a > < b r > < / t d >
< t r >
< t d > 5 . < / t d >
< t d > < i > C a V i g n a l < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / C a V i g n a l _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / C a V i g n a l . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ C a V i g n a l . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ C a V i g n a l . p n g > B a c k g r o u n d < / a > < / t d >
< t r >
< t d > 6 . < / t d >
< t d > < i > F o l i a g e < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / F o l i a g e _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / F o l i a g e . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ F o l i a g e . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ F o l i a g e . p n g > B a c k g r o u n d < / a > < / t d >
< t r >
< t d > 7 . < / t d >
< t d > < i > H a l l & M o n i t o r < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . i c s . f o r t h . g r / c v r l / d e m o s / N E M E S I S / h a l l _ m o n i t o r . m p g > C O S T 2 1 1 d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / H a l l A n d M o n i t o r _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / H a l l A n d M o n i t o r . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > & n b s p ; & n b s p ; & n b s p ; & n b s p ; < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ H a l l A n d M o n i t o r . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r > G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ H a l l A n d M o n i t o r . p n g > B a c k g r o u n d < / a > < b r > < / t d >
< / t r >
< t r >
< t d > 8 . < / t d >
< t d > < i > H i g h w a y I < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / c v r r . u c s d . e d u / a t o n / s h a d o w / i n d e x . h t m l > A T O N d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / H i g h w a y I _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / H i g h w a y I . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ H i g h w a y I . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ H i g h w a y I . p n g > B a c k g r o u n d < / a > < / t d >
< / t r >
< t r >
< t d > 9 . < / t d >
< t d > < i > H i g h w a y I I < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / c v r r . u c s d . e d u / a t o n / s h a d o w / i n d e x . h t m l > A T O N d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / H i g h w a y I I _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / H i g h w a y I I . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ H i g h w a y I I . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ H i g h w a y I I . p n g > B a c k g r o u n d < / a > < / t d >
< t r >
< t d > 1 0 . < / t d >
< t d > < i > H u m a n B o d y 2 < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p s : / / w w w . e c s e . r p i . e d u / ~ c v r l / h u m a n b o d y / > R P I I S L d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / H u m a n B o d y 2 _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / H u m a n B o d y 2 . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ H u m a n B o d y 2 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ H u m a n B o d y 2 . p n g > B a c k g r o u n d < / a > < b r > < / t d >
< t r >
< t d > 1 1 . < / t d >
< t d > < i > I B M t e s t 2 < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . r e s e a r c h . i b m . c o m / p e o p l e v i s i o n / p e r f o r m a n c e e v a l u a t i o n . h t m l > I B M R e s e a r c h - P e o p l e V i s i o n d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / I B M t e s t 2 _ 0 0 0 0 5 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / I B M t e s t 2 . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ I B M t e s t 2 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ I B M t e s t 2 . p n g > B a c k g r o u n d < / a > < / t d >
< t r >
< t d > 1 2 . < / t d >
< t d > < i > P e o p l e & F o l i a g e < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / P e o p l e A n d F o l i a g e _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / P e o p l e A n d F o l i a g e . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ P e o p l e A n d F o l i a g e . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ P e o p l e A n d F o l i a g e . p n g > B a c k g r o u n d < / a > < / t d >
< t r >
< t d > 1 3 . < / t d >
< t d > < i > S n e l l e n < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . d i e g m . u n i u d . i t / f u s i e l l o / d e m o / b k g / > P B I d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / S n e l l e n _ 0 0 0 1 0 0 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / S n e l l e n . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ S n e l l e n . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ S n e l l e n . p n g > B a c k g r o u n d < / a > < b r > < / t d >
< t r >
< t d > 1 4 . < / t d >
< t d > < i > T o s c a n a < / i > < b r > ( < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . m p i - i n f . m p g . d e / ~ g r a n a d o s / > M P I I n f o r m a t i k d a t a s e t < / a > ) < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / S e q u e n c e s / T o s c a n a _ 0 0 0 0 0 3 . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
S e q u e n c e : < a h r e f = . / M O D L a b / B c k g I n i t / S e q u e n c e s / T o s c a n a . z i p > P N G v i d e o f r a m e s ( z i p p e d ) < / a > < b r > < / t d >
< t d a l i g n = " c e n t e r " > < i m g s r c = " . / M O D L a b / B c k g I n i t / G T / G T _ T o s c a n a . p n g " b o r d e r = " 0 " h e i g h t = " 8 0 " > < b r >
G r o u n d t r u t h : < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T _ T o s c a n a . p n g > B a c k g r o u n d < / a > < b r > < / t d >
< / t a b l e >
< / s p a n >
C l i c k < a h r e f = . / M O D L a b / B c k g I n i t / G T / G T . z i p > h e r e < / a > t o d o w n l o a d a l l t h e 1 4 g r o u n d t r u t h s ( z i p p e d ) .
< p > < a n a m e = [ M e t r i c s ] > < d i v a l i g n = " l e f t " > < h 3 > B ) M a t l a b s c r i p t s f o r e v a l u a t i n g b a c k g r o u n d i n i t i a l i z a t i o n r e s u l t s < / h 3 > < / d i v > < / a > < / p >
< a h r e f = . / M O D L a b / B c k g I n i t / M A T L A B / E v a l u a t e B c k g I n i t 3 . z i p > M a t l a b s c r i p t s < / a > < b > ( u p d a t e d o n J u l y 2 6 , 2 0 1 6 ) < / b >
a r e p r o v i d e d f o r e v a l u a t i n g r e s u l t s i n t e r m s o f s i x m e t r i c s
t h a t i n c l u d e t h o s e u s e d i n t h e l i t e r a t u r e f o r b a c k g r o u n d e s t i m a t i o n .
D e n o t i n g w i t h G T a n i m a g e c o n t a i n i n g t h e t r u e b a c k g r o u n d a n d w i t h C B t h e e s t i m a t e d b a c k g r o u n d i m a g e c o m p u t e d w i t h a b a c k g r o u n d i n i t i a l i z a t i o n m e t h o d ,
t h e s e s i x m e t r i c s a r e d e f i n e d a s f o l l o w s : < / p >
< o l >
< l i > < b > A v e r a g e G r a y - l e v e l E r r o r ( A G E ) < / b > : I t i s t h e a v e r a g e o f t h e g r a y - l e v e l a b s o l u t e d i f f e r e n c e b e t w e e n G T a n d C B
i m a g e s . I t s v a l u e s r a n g e i n [ 0 , L - 1 ] , w h e r e L i s t h e m a x i m u m n u m b e r o f g r e y l e v e l s ; t h e l o w e r t h e A G E
v a l u e , t h e b e t t e r i s t h e b a c k g r o u n d e s t i m a t e . < / p >
< l i > < b > P e r c e n t a g e o f E r r o r P i x e l s ( p E P s ) < / b > : A n e r r o r p i x e l ( E P ) i s a p i x e l o f C B w h o s e v a l u e d i f f e r s f r o m t h e v a l u e
o f t h e c o r r e s p o n d i n g p i x e l i n G T b y m o r e t h a n s o m e t h r e s h o l d t h ( i n t h e e x p e r i m e n t s t h e v a l u e t h = 2 0 h a s b e e n s u g g e s t e d ) .
p E P s i s t h e r a t i o b e t w e e n t h e E P s a n d t h e n u m b e r N o f i m a g e p i x e l s .
I t s v a l u e s r a n g e i n [ 0 , 1 ] ; t h e l o w e r t h e p E P s v a l u e , t h e b e t t e r i s t h e b a c k g r o u n d e s t i m a t e . < / p >
< l i > < b > P e r c e n t a g e o f C l u s t e r e d E r r o r P i x e l s ( p C E P s ) < / b > : A c l u s t e r e d e r r o r p i x e l ( C E P ) i s d e f i n e d a s a n y e r r o r p i x e l w h o s e
4 - c o n n e c t e d n e i g h b o r s a r e a l s o e r r o r p i x e l s . p C E P s i s t h e r a t i o b e t w e e n t h e C E P s a n d t h e n u m b e r N o f i m a g e
p i x e l s . I t s v a l u e s r a n g e i n [ 0 , 1 ] ; t h e l o w e r t h e p C E P s v a l u e , t h e b e t t e r i s t h e b a c k g r o u n d e s t i m a t e . < / p >
< l i > < b > P e a k - S i g n a l - t o - N o i s e - R a t i o ( P S N R ) < / b > : I t i s d e f i n e d a s
P S N R = 1 0 l o g < s u b > 1 0 < / s u b > ( ( L - 1 ) < s u p > 2 < / s u p > / M S E ) ,
w h e r e L i s t h e m a x i m u m n u m b e r o f g r e y l e v e l s a n d M S E i s t h e M e a n S q u a r e d E r r o r b e t w e e n G T a n d C B
i m a g e s . I t a s s u m e s v a l u e s i n d e c i b e l s ; t h e h i g h e r t h e P S N R v a l u e , t h e b e t t e r i s t h e b a c k g r o u n d e s t i m a t e . < / p >
< l i > < b > M u l t i - S c a l e S t r u c t u r a l S i m i l a r i t y I n d e x ( M S - S S I M ) < / b > : T h i s i s t h e m e t r i c d e f i n e d b y Z . W a n g , E . P . S i m o n c e l l i a n d A . C . B o v i k
( < a t a r g e t = " _ b l a n k " h r e f = " h t t p s : / / w w w . g o o g l e . i t / u r l ? s a = t & r c t = j & q = & e s r c = s & s o u r c e = w e b & c d = 1 & c a d = r j a & u a c t = 8 & v e d = 0 a h U K E w i T q s 3 G n Y L P A h V H v R o K H V f f B a c Q F g g h M A A & u r l = h t t p s % 3 A % 2 F % 2 F e c e . u w a t e r l o o . c a % 2 F ~ z 7 0 w a n g % 2 F p u b l i c a t i o n s % 2 F m s s s i m . p d f & u s g = A F Q j C N F j z s 2 h Q d G 3 c e g h H A 8 m m w H p e a U 1 c Q " > l i n k < / a > ) ,
t h a t u s e s s t r u c t u r a l d i s t o r t i o n a s a n e s t i m a t e o f t h e p e r c e i v e d v i s u a l d i s t o r t i o n .
I t a s s u m e s v a l u e s i n [ - 1 ; 1 ] ; t h e h i g h e r t h e v a l u e o f M S - S S I M , t h e b e t t e r i s t h e
e s t i m a t e d b a c k g r o u n d . < / p >
< l i > < b > C o l o r i m a g e Q u a l i t y M e a s u r e ( C Q M ) < / b > : T h i s i s t h e m e t r i c r e c e n t l y p r o p o s e d b y Y . Y a l m a n a n d I . E r t u r k
( < a t a r g e t = " _ b l a n k " h r e f = " h t t p : / / j o u r n a l s . t u b i t a k . g o v . t r / e l e k t r i k / i s s u e s / e l k - 1 3 - 2 1 - 2 / e l k - 2 1 - 2 - 2 0 - 1 1 1 1 - 1 1 . p d f " > l i n k < / a > ) ,
b a s e d o n a r e v e r s i b l e t r a n s f o r m a t i o n
o f t h e Y U V c o l o r s p a c e a n d o n t h e P S N R c o m p u t e d i n t h e s i n g l e Y U V b a n d s . A s f o r t h e P S N R , i t a s s u m e s
v a l u e s i n d e c i b e l s ; t h e h i g h e r t h e C Q M v a l u e , t h e b e t t e r i s t h e b a c k g r o u n d e s t i m a t e . < / p >
< / o l >
< / p > I f y o u h a v e p r o b l e m s d o w n l o a d i n g , p l e a s e c o n t a c t l u c i a . m a d d a l e n a @ c n r . i t ; i f y o u u s e t h e S B I d a t a s e t , p l e a s e c i t e < a h r e f = " # [ 1 ] " > o u r w o r k s [ 1 ] , [ 2 ] < / a > .
< p > < h 3 > < a n a m e = [ R e s u l t s ] > < d i v a l i g n = " l e f t " > R e s u l t s o f m e t h o d s r e p o r t e d i n < / a > < a h r e f = " # [ 2 ] " > [ 2 ] < / a > < / h 3 > < / d i v > < / p >
H e r e , w e r e p o r t a l l t h e r e s u l t s o f t h e b a c k g r o u n d i n i t i a l i z a t i o n m e t h o d s c o m p a r e d i n < a h r e f = " # [ 2 ] " > [ 2 ] < / a > f o r e a c h s e q u e n c e o f t h e S B I d a t a s e t , s o
t h a t e a c h n e w m e t h o d c a n b e e a s i l y c o m p a r e d w i t h t h o s e c o n s i d e r e d i n < a h r e f = " # [ 2 ] " > [ 2 ] < / a > .
T a b l e 1 r e p o r t s a v e r a g e a c c u r a c y r e s u l t s o b t a i n e d b y t h e c o m p a r e d m e t h o d s a c c o r d i n g t o t h e a d o p t e d m e t r i c s ,
w h i l e T a b l e s 2 t h r o u g h 1 5 r e p o r t a c c u r a c y r e s u l t s o f a l l t h e c o m p a r e d m e t h o d s o n e a c h S B I s e q u e n c e , a s w e l l a s t h e i r a v e r a g e p e r s e q u e n c e .
I n a l l t h e T a b l e s , t h e b e s t a n d t h e s e c o n d b e s t r e s u l t s f o r e a c h m e t r i c a n d e a c h s e q u e n c e a p p e a r i n < s p a n s t y l e = ' C o l o r : r e d ' > < b > r e d < / b > < / s p a n > a n d < b > b l u e < / b > , r e s p e c t i v e l y . < / p >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 1 : A v e r a g e a c c u r a c y r e s u l t s o f t h e c o m p a r e d m e t h o d s o n a l l s e q u e n c e s o f t h e S B I d a t a s e t . < / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 1 4 . 1 9 4 4 < / t d > < t d > 2 2 . 5 1 5 0 < / t d > < t d > 1 8 . 4 4 2 8 < / t d > < t d > 0 . 8 7 3 7 < / t d > < t d > 2 5 . 6 9 8 0 < / t d > < t d > 4 3 . 5 8 3 9 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 1 0 . 3 7 4 4 < / t d > < t d > 1 3 . 4 0 0 8 < / t d > < t d > 1 0 . 5 5 7 1 < / t d > < t d > 0 . 8 5 3 3 < / t d > < t d > 2 8 . 0 0 4 4 < / t d > < t d > 4 2 . 4 7 4 6 < / t r >
< t d > M O G 2 < / t d > < t d > 1 4 . 3 5 7 9 < / t d > < t d > 4 . 0 8 4 7 < / t d > < t d > 2 . 8 0 8 0 < / t d > < t d > 0 . 8 9 3 5 < / t d > < t d > 2 5 . 9 5 7 6 < / t d > < t d > 3 8 . 1 9 1 6 < / t r >
< t d > K N N < / t d > < t d > 2 0 . 6 9 6 8 < / t d > < t d > 7 . 5 1 1 8 < / t d > < t d > 4 . 5 1 8 0 < / t d > < t d > 0 . 7 5 9 5 < / t d > < t d > 1 8 . 4 7 0 1 < / t d > < t d > 2 6 . 3 8 3 6 < / t r >
< t d > B E - A A P S A < / t d > < t d > 1 1 . 4 8 4 6 < / t d > < t d > 1 2 . 5 5 1 8 < / t d > < t d > 1 0 . 0 6 0 5 < / t d > < t d > 0 . 9 2 4 7 < / t d > < t d > 2 7 . 8 0 2 4 < / t d > < t d > 4 1 . 8 1 2 4 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 5 . 2 8 8 5 < / t d > < t d > 3 . 5 3 3 5 < / t d > < t d > < b > 1 . 2 1 1 8 < / b > < / t d > < / t d > < t d > 0 . 9 3 4 9 < / t d > < t d > 2 8 . 8 7 9 1 < / t d > < t d > 3 9 . 6 3 3 4 < / t r >
< t d > I M B S - M T < / t d > < t d > 4 . 2 0 9 2 < / t d > < t d > 3 . 8 8 1 9 < / t d > < t d > 2 . 2 6 0 2 < / t d > < t d > 0 . 9 5 9 8 < / t d > < t d > 3 3 . 4 0 9 0 < / t d > < t d > 4 4 . 9 3 6 2 < / t r >
< t d > L a B G e n < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 2 . 9 9 4 5 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 1 . 3 9 7 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 2 4 6 < / b > < / t d > < / t d > < t d > < b > 0 . 9 7 6 4 < / b > < / t d > < / t d > < t d > < b > 3 5 . 2 0 2 8 < / b > < / t d > < / t d > < t d > < b > 4 7 . 2 9 4 7 < / b > < / t d > < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 5 . 8 2 2 8 < / t d > < t d > 5 . 3 5 1 1 < / t d > < t d > 4 . 0 1 8 6 < / t d > < t d > 0 . 9 1 7 2 < / t d > < t d > 2 9 . 9 2 7 2 < / t d > < t d > 4 0 . 5 7 1 3 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 5 . 8 2 3 8 < / t d > < t d > 4 . 6 9 5 2 < / t d > < t d > 3 . 7 2 7 4 < / t d > < t d > 0 . 9 3 3 4 < / t d > < t d > 3 1 . 8 5 7 3 < / t d > < t d > 4 3 . 9 0 3 8 < / t r >
< t d > L R G e o m C G < / t d > < t d > 8 . 7 6 4 4 < / t d > < t d > 1 4 . 1 3 0 5 < / t d > < t d > 1 1 . 0 8 1 0 < / t d > < t d > 0 . 9 3 0 2 < / t d > < t d > 2 8 . 9 5 9 6 < / t d > < t d > 4 5 . 5 6 2 5 < / t r >
< t d > T M a c < / t d > < t d > 8 . 8 6 8 5 < / t d > < t d > 1 4 . 3 5 7 7 < / t d > < t d > 1 1 . 2 8 8 4 < / t d > < t d > 0 . 9 2 8 4 < / t d > < t d > 2 8 . 7 5 0 7 < / t d > < t d > 4 5 . 4 1 2 5 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > < b > 3 . 5 0 2 3 < / b > < / t d > < / t d > < t d > 4 . 1 5 0 8 < / t d > < t d > 2 . 2 2 9 5 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 7 6 5 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 3 5 . 2 7 2 3 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 5 0 . 1 1 3 8 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 4 . 6 0 4 9 < / t d > < t d > 4 . 7 4 3 5 < / t d > < t d > 2 . 5 3 7 0 < / t d > < t d > 0 . 9 6 4 5 < / t d > < t d > 3 2 . 2 0 2 4 < / t d > < t d > 4 5 . 7 6 1 4 < / t r >
< t d > B E W I S < / t d > < t d > 3 . 8 6 6 5 < / t d > < t d > < b > 2 . 4 2 8 6 < / b > < / t d > < / t d > < t d > 1 . 4 2 3 8 < / t d > < t d > 0 . 9 6 7 5 < / t d > < t d > 3 2 . 0 1 4 3 < / t d > < t d > 4 4 . 3 7 2 8 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 2 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > B o a r d < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 2 4 . 9 5 2 7 < / t d > < t d > 4 5 . 4 0 5 5 < / t d > < t d > 3 7 . 7 5 3 0 < / t d > < t d > 0 . 6 1 0 0 < / t d > < t d > 1 7 . 9 8 3 4 < / t d > < t d > 4 4 . 0 6 9 6 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 1 7 . 9 8 6 1 < / t d > < t d > 2 3 . 4 3 6 0 < / t d > < t d > 2 0 . 1 4 3 3 < / t d > < t d > 0 . 4 5 4 9 < / t d > < t d > 1 7 . 7 7 0 7 < / t d > < t d > 4 3 . 5 6 0 5 < / t r >
< t d > M O G 2 < / t d > < t d > 2 1 . 5 9 8 1 < / t d > < t d > 2 3 . 3 6 8 9 < / t d > < t d > 1 5 . 2 6 5 2 < / t d > < t d > 0 . 8 4 3 3 < / t d > < t d > 1 7 . 0 5 4 1 < / t d > < t d > 2 9 . 2 8 0 5 < / t r >
< t d > K N N < / t d > < t d > 3 1 . 1 2 5 9 < / t d > < t d > 2 6 . 8 9 6 3 < / t d > < t d > 1 7 . 2 5 6 1 < / t d > < t d > 0 . 7 7 3 4 < / t d > < t d > 1 3 . 4 3 6 8 < / t d > < t d > 2 1 . 3 4 3 4 < / t r >
< t d > B E - A A P S A < / t d > < t d > 2 1 . 6 7 4 9 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 2 9 0 4 < / b > < / t d > < / t d > < t d > 0 . 2 4 5 9 < / t d > < t d > 0 . 7 7 0 5 < / t d > < t d > 1 6 . 9 8 3 9 < / t d > < t d > 3 2 . 3 0 7 3 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 8 . 1 2 1 0 < / t d > < t d > 6 . 0 9 4 5 < / t d > < t d > 0 . 6 7 9 9 < / t d > < t d > 0 . 8 0 0 7 < / t d > < t d > 2 3 . 5 5 3 4 < / t d > < t d > 3 4 . 6 6 9 7 < / t r >
< t d > I M B S - M T < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 2 . 2 5 3 7 < / b > < / t d > < / t d > < t d > < b > 0 . 3 2 0 1 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 6 1 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 8 3 6 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 3 6 . 8 2 4 4 < / b > < / t d > < / t d > < t d > < b > 5 2 . 4 9 2 0 < / b > < / t d > < / t r >
< t d > L a B G e n < / t d > < t d > 5 . 7 2 1 4 < / t d > < t d > 2 . 7 2 8 7 < / t d > < t d > 0 . 7 5 6 1 < / t d > < t d > 0 . 9 0 5 4 < / t d > < t d > 2 9 . 6 5 4 5 < / t d > < t d > 5 0 . 7 2 4 4 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 7 . 3 9 1 1 < / t d > < t d > 5 . 3 0 7 9 < / t d > < t d > 2 . 6 6 1 6 < / t d > < t d > 0 . 9 3 1 0 < / t d > < t d > 2 5 . 3 4 6 3 < / t d > < t d > 2 9 . 0 0 8 5 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 6 . 0 4 8 0 < / t d > < t d > 2 . 4 1 1 6 < / t d > < t d > 0 . 6 8 2 9 < / t d > < t d > < b > 0 . 9 5 2 9 < / b > < / t d > < / t d > < t d > 2 9 . 4 8 0 4 < / t d > < t d > 5 0 . 4 7 6 0 < / t r >
< t d > L R G e o m C G < / t d > < t d > 1 8 . 8 8 2 9 < / t d > < t d > 3 5 . 9 5 4 3 < / t d > < t d > 2 7 . 5 2 1 3 < / t d > < t d > 0 . 6 7 5 4 < / t d > < t d > 2 0 . 1 3 2 5 < / t d > < t d > 4 3 . 7 2 8 2 < / t r >
< t d > T M a c < / t d > < t d > 1 9 . 0 4 0 8 < / t d > < t d > 3 6 . 2 4 0 9 < / t d > < t d > 2 7 . 8 2 9 3 < / t d > < t d > 0 . 6 7 2 6 < / t d > < t d > 2 0 . 0 7 3 5 < / t d > < t d > 4 3 . 7 5 7 1 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > < b > 4 . 7 1 8 4 < / b > < / t d > < / t d > < t d > 4 . 5 6 7 1 < / t d > < t d > < b > 0 . 1 6 1 6 < / b > < / t d > < / t d > < t d > 0 . 9 2 7 3 < / t d > < t d > 2 9 . 9 4 8 9 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 5 4 . 7 7 5 7 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 6 . 5 8 3 4 < / t d > < t d > 5 . 0 0 0 0 < / t d > < t d > 0 . 1 8 2 9 < / t d > < t d > 0 . 8 8 9 8 < / t d > < t d > 2 8 . 6 5 3 2 < / t d > < t d > 5 1 . 2 8 3 2 < / t r >
< t d > B E W I S < / t d > < t d > 5 . 5 7 1 4 < / t d > < t d > 2 . 2 1 6 5 < / t d > < t d > 0 . 5 2 7 4 < / t d > < t d > 0 . 9 5 1 4 < / t d > < t d > < b > 2 9 . 9 5 1 1 < / b > < / t d > < / t d > < t d > 5 0 . 4 5 2 8 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 1 3 . 4 4 4 7 < / t d > < t d > 1 4 . 6 8 2 6 < / t d > < t d > 1 0 . 1 1 1 5 < / t d > < t d > 0 . 8 0 9 5 < / t d > < t d > 2 3 . 7 8 9 8 < / t d > < t d > 4 2 . 1 2 8 6 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 3 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > C a n d e l a \ _ m 1 . 1 0 < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 3 . 1 2 7 0 < / t d > < t d > 3 . 0 0 8 6 < / t d > < t d > 1 . 9 4 2 3 < / t d > < t d > 0 . 9 5 0 3 < / t d > < t d > 2 9 . 4 6 3 6 < / t d > < t d > 4 5 . 0 2 4 2 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 3 . 3 2 2 5 < / t d > < t d > 3 . 3 5 1 9 < / t d > < t d > 2 . 1 9 2 8 < / t d > < t d > 0 . 9 3 8 2 < / t d > < t d > 2 7 . 5 0 5 4 < / t d > < t d > 3 9 . 9 4 1 8 < / t r >
< t d > M O G 2 < / t d > < t d > 1 . 7 0 4 4 < / t d > < t d > 0 . 7 6 9 4 < / t d > < t d > 0 . 6 1 8 5 < / t d > < t d > < b > 0 . 9 9 1 4 < / b > < / t d > < / t d > < t d > 3 4 . 0 8 9 5 < / t d > < t d > 4 6 . 9 6 3 4 < / t r >
< t d > K N N < / t d > < t d > 1 1 . 2 1 7 6 < / t d > < t d > 1 0 . 0 5 0 7 < / t d > < t d > 5 . 8 1 7 9 < / t d > < t d > 0 . 8 1 5 8 < / t d > < t d > 1 7 . 3 4 6 7 < / t d > < t d > 2 3 . 1 1 0 9 < / t r >
< t d > B E - A A P S A < / t d > < t d > 2 . 2 6 5 6 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 1 1 6 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 6 5 < / b > < / t d > < / t d > < t d > 0 . 9 7 3 3 < / t d > < t d > 3 1 . 9 6 4 3 < / t d > < t d > < b > 4 7 . 2 8 2 7 < / b > < / t d > < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 2 . 5 5 2 8 < / t d > < t d > 1 . 9 0 4 8 < / t d > < t d > 0 . 9 6 5 7 < / t d > < t d > 0 . 9 6 3 6 < / t d > < t d > 2 9 . 6 8 6 9 < / t d > < t d > 4 0 . 4 4 8 9 < / t r >
< t d > I M B S - M T < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 1 . 3 8 2 3 < / b > < / t d > < / t d > < t d > 0 . 4 7 0 5 < / t d > < t d > < b > 0 . 0 9 5 7 < / b > < / t d > < / t d > < t d > 0 . 9 8 9 3 < / t d > < t d > < b > 3 5 . 4 2 8 8 < / b > < / t d > < / t d > < t d > 4 4 . 2 3 7 4 < / t r >
< t d > L a B G e n < / t d > < t d > 2 . 5 7 0 0 < / t d > < t d > 1 . 6 8 0 9 < / t d > < t d > 1 . 2 6 7 6 < / t d > < t d > 0 . 9 7 0 9 < / t d > < t d > 3 0 . 3 1 4 0 < / t d > < t d > 3 9 . 7 9 7 5 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > < b > 1 . 5 7 6 7 < / b > < / t d > < / t d > < t d > < b > 0 . 3 7 4 8 < / b > < / t d > < / t d > < t d > 0 . 2 3 5 8 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 1 6 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 3 6 . 3 5 7 2 < / b > < / t d > < / t d > < t d > 4 3 . 9 3 7 1 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 3 . 6 7 8 0 < / t d > < t d > 3 . 5 8 3 7 < / t d > < t d > 2 . 3 7 6 3 < / t d > < t d > 0 . 9 3 3 2 < / t d > < t d > 2 6 . 8 6 6 5 < / t d > < t d > 3 8 . 8 9 8 3 < / t r >
< t d > L R G e o m C G < / t d > < t d > 1 . 9 0 3 7 < / t d > < t d > 0 . 6 5 7 9 < / t d > < t d > 0 . 4 9 9 1 < / t d > < t d > 0 . 9 9 1 2 < / t d > < t d > 3 3 . 8 8 0 5 < / t d > < t d > 4 5 . 0 3 5 4 < / t r >
< t d > T M a c < / t d > < t d > 2 . 0 4 5 6 < / t d > < t d > 1 . 0 1 5 0 < / t d > < t d > 0 . 7 8 4 2 < / t d > < t d > 0 . 9 8 8 8 < / t d > < t d > 3 2 . 5 5 0 7 < / t d > < t d > 4 3 . 7 9 2 0 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > 1 . 8 4 7 2 < / t d > < t d > 0 . 8 9 8 6 < / t d > < t d > 0 . 5 0 8 0 < / t d > < t d > 0 . 9 7 7 5 < / t d > < t d > 3 2 . 6 7 8 2 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 9 . 9 1 8 1 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 3 . 0 1 2 5 < / t d > < t d > 2 . 2 2 0 4 < / t d > < t d > 1 . 2 0 1 5 < / t d > < t d > 0 . 9 5 3 2 < / t d > < t d > 2 8 . 9 9 6 4 < / t d > < t d > 4 0 . 4 8 3 5 < / t r >
< t d > B E W I S < / t d > < t d > 1 . 9 0 4 9 < / t d > < t d > 0 . 7 9 3 1 < / t d > < t d > 0 . 4 3 5 0 < / t d > < t d > 0 . 9 8 5 2 < / t d > < t d > 3 4 . 0 8 0 6 < / t d > < t d > 4 1 . 6 7 0 0 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 2 . 9 4 0 7 < / t d > < t d > 2 . 0 5 2 8 < / t d > < t d > 1 . 2 6 3 1 < / t d > < t d > 0 . 9 6 0 9 < / t d > < t d > 3 0 . 7 4 7 3 < / t d > < t d > 4 2 . 0 3 6 1 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 4 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > C A V I A R 1 < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 5 . 2 1 7 8 < / t d > < t d > 5 . 1 0 9 7 < / t d > < t d > 4 . 0 1 4 1 < / t d > < t d > 0 . 9 3 8 2 < / t d > < t d > 2 9 . 3 8 6 6 < / t d > < t d > 5 1 . 3 9 2 0 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 2 . 6 8 5 8 < / t d > < t d > 0 . 3 4 3 8 < / t d > < t d > 0 . 2 4 2 1 < / t d > < t d > 0 . 9 9 1 8 < / t d > < t d > 3 4 . 8 1 9 1 < / t d > < t d > 5 1 . 6 2 9 8 < / t r >
< t d > M O G 2 < / t d > < t d > 3 . 1 2 7 4 < / t d > < t d > 2 . 8 4 1 2 < / t d > < t d > 2 . 3 6 2 1 < / t d > < t d > 0 . 9 7 2 2 < / t d > < t d > 2 9 . 3 0 5 5 < / t d > < t d > 4 1 . 4 5 9 1 < / t r >
< t d > K N N < / t d > < t d > 4 . 6 2 5 9 < / t d > < t d > 4 . 0 4 1 5 < / t d > < t d > 2 . 8 4 6 3 < / t d > < t d > 0 . 9 3 4 8 < / t d > < t d > 2 4 . 3 2 5 0 < / t d > < t d > 2 9 . 9 8 7 8 < / t r >
< t d > B E - A A P S A < / t d > < t d > 3 . 6 8 8 1 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 9 1 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 3 7 < / b > < / t d > < / t d > < t d > 0 . 9 6 6 7 < / t d > < t d > 3 2 . 4 4 7 7 < / t d > < t d > 5 1 . 0 5 5 6 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 2 . 6 6 3 8 < / t d > < t d > 0 . 1 2 6 1 < / t d > < t d > < b > 0 . 0 0 7 1 < / b > < / t d > < / t d > < t d > 0 . 9 9 3 2 < / t d > < t d > 3 5 . 8 1 8 4 < / t d > < t d > 4 9 . 3 1 7 6 < / t r >
< t d > I M B S - M T < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 1 . 2 2 6 7 < / b > < / t d > < / t d > < t d > < b > 0 . 0 5 3 9 < / b > < / t d > < / t d > < t d > 0 . 0 2 1 4 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 6 7 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 2 . 2 2 4 4 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 5 5 . 0 8 1 6 < / b > < / t d > < / t r >
< t d > L a B G e n < / t d > < t d > 3 . 8 2 4 3 < / t d > < t d > 0 . 6 3 2 7 < / t d > < t d > 0 . 4 6 7 9 < / t d > < t d > 0 . 9 8 1 9 < / t d > < t d > 3 1 . 5 5 3 4 < / t d > < t d > 4 9 . 2 1 2 3 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > < b > 2 . 3 2 9 5 < / b > < / t d > < / t d > < t d > 0 . 1 5 9 7 < / t d > < t d > 0 . 0 3 9 7 < / t d > < t d > < b > 0 . 9 9 4 7 < / b > < / t d > < / t d > < t d > < b > 3 7 . 9 3 4 8 < / b > < / t d > < / t d > < t d > < b > 5 2 . 3 6 0 7 < / b > < / t d > < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 2 . 6 4 9 8 < / t d > < t d > 0 . 1 3 3 3 < / t d > < t d > 0 . 0 6 5 1 < / t d > < t d > 0 . 9 9 3 3 < / t d > < t d > 3 7 . 1 3 8 5 < / t d > < t d > 5 0 . 0 3 4 0 < / t r >
< t d > L R G e o m C G < / t d > < t d > 5 . 6 7 3 5 < / t d > < t d > 6 . 6 2 7 4 < / t d > < t d > 5 . 4 8 3 0 < / t d > < t d > 0 . 9 1 2 0 < / t d > < t d > 2 8 . 1 7 9 0 < / t d > < t d > 5 1 . 1 6 8 0 < / t r >
< t d > T M a c < / t d > < t d > 5 . 6 9 4 5 < / t d > < t d > 6 . 7 0 1 7 < / t d > < t d > 5 . 5 5 9 3 < / t d > < t d > 0 . 9 1 1 6 < / t d > < t d > 2 8 . 1 4 2 5 < / t d > < t d > 5 1 . 1 6 8 1 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > 3 . 0 7 8 8 < / t d > < t d > 0 . 8 1 9 9 < / t d > < t d > 0 . 4 9 4 4 < / t d > < t d > 0 . 9 7 8 1 < / t d > < t d > 3 2 . 0 8 2 4 < / t d > < t d > 5 1 . 6 2 1 2 < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 4 . 1 1 4 3 < / t d > < t d > 1 . 0 3 7 6 < / t d > < t d > 0 . 6 5 7 1 < / t d > < t d > 0 . 9 7 2 4 < / t d > < t d > 3 0 . 2 3 9 2 < / t d > < t d > 4 8 . 7 2 4 1 < / t r >
< t d > B E W I S < / t d > < t d > 3 . 5 5 3 9 < / t d > < t d > 0 . 4 5 8 8 < / t d > < t d > 0 . 3 1 0 3 < / t d > < t d > 0 . 9 8 1 3 < / t d > < t d > 3 2 . 2 7 0 2 < / t d > < t d > 5 0 . 0 7 8 6 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 3 . 6 1 0 3 < / t d > < t d > 1 . 9 3 9 8 < / t d > < t d > 1 . 5 0 4 9 < / t d > < t d > 0 . 9 6 7 9 < / t d > < t d > 3 2 . 3 9 1 1 < / t d > < t d > 4 8 . 9 5 2 7 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 5 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > C A V I A R 2 < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 1 . 1 9 6 7 < / t d > < t d > 0 . 1 6 8 9 < / t d > < t d > 0 . 0 3 5 6 < / t d > < t d > 0 . 9 9 7 9 < / t d > < t d > 4 0 . 7 3 0 2 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 5 9 . 6 9 7 9 < / b > < / t d > < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 6 9 8 7 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 9 4 < / b > < / t d > < / t d > < t d > < b > 4 7 . 5 1 1 3 < / b > < / t d > < / t d > < t d > < b > 5 9 . 5 4 3 9 < / b > < / t d > < / t r >
< t d > M O G 2 < / t d > < t d > 1 . 4 1 5 4 < / t d > < t d > 0 . 1 6 5 8 < / t d > < t d > 0 . 0 9 9 7 < / t d > < t d > 0 . 9 9 7 4 < / t d > < t d > 4 0 . 1 1 2 0 < / t d > < t d > 5 3 . 4 3 6 8 < / t r >
< t d > K N N < / t d > < t d > 7 . 1 9 3 5 < / t d > < t d > 4 . 8 9 1 0 < / t d > < t d > 1 . 4 4 0 4 < / t d > < t d > 0 . 8 4 6 9 < / t d > < t d > 1 8 . 9 9 7 0 < / t d > < t d > 2 5 . 5 7 8 3 < / t r >
< t d > B E - A A P S A < / t d > < t d > 1 . 1 7 1 8 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 8 3 < / t d > < t d > 4 3 . 7 1 9 4 < / t d > < t d > 5 4 . 6 6 3 7 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 0 . 7 1 3 8 < / t d > < t d > 0 . 0 3 8 7 < / t d > < t d > 0 . 0 0 0 0 < / t d > < t d > 0 . 9 9 9 1 < / t d > < t d > 4 4 . 1 0 0 3 < / t d > < t d > 5 9 . 6 5 1 4 < / t r >
< t d > I M B S - M T < / t d > < t d > 1 . 2 9 4 8 < / t d > < t d > 0 . 0 1 0 2 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 8 6 < / t d > < t d > 4 3 . 0 2 3 5 < / t d > < t d > 5 3 . 7 1 6 1 < / t r >
< t d > L a B G e n < / t d > < t d > 0 . 8 1 3 1 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 9 3 < / t d > < t d > 4 6 . 8 4 2 5 < / t d > < t d > 5 8 . 3 5 8 2 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 0 . 8 6 7 8 < / t d > < t d > 0 . 1 3 1 2 < / t d > < t d > 0 . 0 7 6 3 < / t d > < t d > 0 . 9 9 6 2 < / t d > < t d > 3 9 . 7 8 0 4 < / t d > < t d > 5 7 . 3 8 6 6 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 1 . 1 0 4 7 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 8 4 < / t d > < t d > 4 4 . 4 5 0 8 < / t d > < t d > 5 4 . 3 6 4 5 < / t r >
< t d > L R G e o m C G < / t d > < t d > 1 . 1 8 2 2 < / t d > < t d > 0 . 3 2 6 5 < / t d > < t d > 0 . 1 0 3 8 < / t d > < t d > 0 . 9 9 7 1 < / t d > < t d > 3 9 . 8 9 8 2 < / t d > < t d > 5 9 . 1 7 7 2 < / t r >
< t d > T M a c < / t d > < t d > 1 . 1 8 7 7 < / t d > < t d > 0 . 3 2 8 6 < / t d > < t d > 0 . 1 0 5 8 < / t d > < t d > 0 . 9 9 7 0 < / t d > < t d > 3 9 . 8 5 6 9 < / t d > < t d > 5 9 . 1 7 3 6 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > 0 . 7 5 5 0 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 9 4 < / b > < / t d > < / t d > < t d > 4 7 . 2 1 9 0 < / t d > < t d > 5 9 . 1 6 2 4 < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 0 . 9 4 2 8 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 9 2 < / t d > < t d > 4 5 . 6 7 0 5 < / t d > < t d > 5 7 . 4 7 3 0 < / t r >
< t d > B E W I S < / t d > < t d > < b > 0 . 7 3 8 9 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 9 4 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 7 . 6 1 0 0 < / b > < / t d > < / t d > < t d > 5 8 . 7 3 5 9 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 1 . 4 1 8 5 < / t d > < t d > 0 . 4 0 4 1 < / t d > < t d > 0 . 1 2 4 1 < / t d > < t d > 0 . 9 8 8 2 < / t d > < t d > 4 1 . 9 6 8 1 < / t d > < t d > 5 5 . 3 4 1 3 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 6 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > C a V i g n a l < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 8 . 7 8 6 9 < / t d > < t d > 1 0 . 4 8 9 0 < / t d > < t d > 8 . 2 5 3 7 < / t d > < t d > 0 . 8 3 3 8 < / t d > < t d > 2 1 . 6 4 0 5 < / t d > < t d > 5 0 . 2 7 0 3 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 1 0 . 3 0 8 2 < / t d > < t d > 1 0 . 4 6 3 2 < / t d > < t d > 8 . 1 0 6 6 < / t d > < t d > 0 . 7 9 8 4 < / t d > < t d > 1 8 . 1 3 5 5 < / t d > < t d > 3 3 . 1 4 3 8 < / t r >
< t d > M O G 2 < / t d > < t d > 1 6 . 9 3 2 7 < / t d > < t d > 0 . 1 1 1 4 < / t d > < t d > 0 . 0 8 3 7 < / t d > < t d > 0 . 8 1 3 6 < / t d > < t d > 1 8 . 5 8 9 1 < / t d > < t d > 3 4 . 5 1 0 4 < / t r >
< t d > K N N < / t d > < t d > 1 5 . 9 2 6 7 < / t d > < t d > 0 . 0 8 1 3 < / t d > < t d > 0 . 0 1 2 7 < / t d > < t d > 0 . 8 2 4 1 < / t d > < t d > 1 8 . 2 3 3 2 < / t d > < t d > 3 0 . 9 9 3 0 < / t r >
< t d > B E - A A P S A < / t d > < t d > 1 0 . 0 7 5 5 < / t d > < t d > 4 . 8 1 0 0 < / t d > < t d > 3 . 1 2 0 0 < / t d > < t d > 0 . 9 7 1 1 < / t d > < t d > 2 6 . 1 9 7 2 < / t d > < t d > 3 9 . 4 6 0 0 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 2 . 5 4 0 3 < / t d > < t d > 1 . 5 0 0 0 < / t d > < t d > 0 . 4 7 4 3 < / t d > < t d > 0 . 9 2 8 9 < / t d > < t d > 2 7 . 1 0 8 9 < / t d > < t d > 3 7 . 0 6 0 9 < / t r >
< t d > I M B S - M T < / t d > < t d > 0 . 7 6 9 2 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 1 4 7 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < b > 0 . 9 9 8 2 < / b > < / t d > < / t d > < t d > < b > 4 5 . 9 2 0 2 < / b > < / t d > < / t d > < t d > < b > 5 7 . 1 0 4 4 < / b > < / t d > < / t r >
< t d > L a B G e n < / t d > < t d > < b > 0 . 4 5 4 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 1 4 7 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 8 1 < / t d > < t d > 4 5 . 5 7 8 9 < / t d > < t d > 5 5 . 9 1 6 1 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 0 . 9 1 0 6 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 1 4 7 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 7 3 < / t d > < t d > 4 3 . 9 3 2 2 < / t d > < t d > 5 3 . 7 7 1 8 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 1 1 . 2 6 6 5 < / t d > < t d > 1 1 . 2 2 0 6 < / t d > < t d > 8 . 8 5 2 9 < / t d > < t d > 0 . 7 9 1 9 < / t d > < t d > 1 7 . 6 2 5 7 < / t d > < t d > 3 2 . 0 5 7 0 < / t r >
< t d > L R G e o m C G < / t d > < t d > 5 . 4 8 3 9 < / t d > < t d > 6 . 4 1 1 8 < / t d > < t d > 3 . 9 8 9 0 < / t d > < t d > 0 . 9 1 1 1 < / t d > < t d > 2 8 . 3 2 8 8 < / t d > < t d > 5 2 . 9 8 5 3 < / t r >
< t d > T M a c < / t d > < t d > 5 . 4 9 7 9 < / t d > < t d > 6 . 5 0 7 4 < / t d > < t d > 4 . 0 6 2 5 < / t d > < t d > 0 . 9 1 0 9 < / t d > < t d > 2 8 . 2 8 7 7 < / t d > < t d > 5 3 . 0 1 8 8 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > 0 . 9 5 9 0 < / t d > < t d > 0 . 6 7 2 8 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 4 7 < / t d > < t d > 3 7 . 4 6 7 9 < / t d > < t d > 5 5 . 9 9 3 9 < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 1 . 1 4 3 4 < / t d > < t d > 0 . 6 9 4 9 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 3 5 < / t d > < t d > 3 7 . 0 9 9 2 < / t d > < t d > 5 4 . 1 9 9 2 < / t r >
< t d > B E W I S < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 3 9 9 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 1 4 7 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 8 4 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 6 . 5 6 1 6 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 5 9 . 8 5 1 0 < / b > < / t d > < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 6 . 0 9 6 9 < / t d > < t d > 3 . 5 3 4 7 < / t d > < t d > 2 . 4 6 3 7 < / t d > < t d > 0 . 9 1 7 6 < / t d > < t d > 3 0 . 7 1 3 8 < / t d > < t d > 4 6 . 6 8 9 1 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 7 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > F o l i a g e < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 3 0 . 0 9 9 2 < / t d > < t d > 6 5 . 8 5 4 2 < / t d > < t d > 4 6 . 9 5 4 9 < / t d > < t d > 0 . 6 7 8 5 < / t d > < t d > 1 7 . 3 2 0 1 < / t d > < t d > 2 6 . 8 9 9 6 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 2 7 . 0 1 3 5 < / t d > < t d > 4 7 . 3 1 2 5 < / t d > < t d > 3 0 . 4 5 8 3 < / t d > < t d > 0 . 6 4 4 4 < / t d > < t d > 1 6 . 7 8 4 2 < / t d > < t d > 2 8 . 7 3 2 1 < / t r >
< t d > M O G 2 < / t d > < t d > 3 2 . 3 6 2 4 < / t d > < t d > 0 . 6 6 8 5 < / t d > < t d > 0 . 5 5 2 6 < / t d > < t d > 0 . 8 0 3 8 < / t d > < t d > 1 6 . 5 9 9 1 < / t d > < t d > 3 1 . 5 2 8 2 < / t r >
< t d > K N N < / t d > < t d > 3 4 . 5 6 1 5 < / t d > < t d > 0 . 3 9 6 2 < / t d > < t d > 0 . 0 3 8 5 < / t d > < t d > 0 . 6 2 8 1 < / t d > < t d > 1 4 . 1 7 6 1 < / t d > < t d > 2 5 . 6 8 4 5 < / t r >
< t d > B E - A A P S A < / t d > < t d > 2 6 . 2 1 9 0 < / t d > < t d > 5 9 . 9 8 0 0 < / t d > < t d > 4 3 . 0 9 0 0 < / t d > < t d > 0 . 8 0 1 5 < / t d > < t d > 1 8 . 4 3 1 7 < / t d > < t d > 3 0 . 2 9 9 9 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 6 . 8 6 4 9 < / t d > < t d > 2 . 8 5 0 7 < / t d > < t d > 0 . 0 0 6 9 < / t d > < t d > 0 . 9 7 5 4 < / t d > < t d > 2 7 . 2 4 3 8 < / t d > < t d > 3 4 . 9 7 7 6 < / t r >
< t d > I M B S - M T < / t d > < t d > 7 . 5 8 0 9 < / t d > < t d > 9 . 8 5 0 7 < / t d > < t d > 3 . 1 3 1 9 < / t d > < t d > 0 . 9 0 9 0 < / t d > < t d > 2 2 . 7 2 7 8 < / t d > < t d > 3 4 . 0 0 2 8 < / t r >
< t d > L a B G e n < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 1 . 6 1 7 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 8 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 0 . 6 0 5 1 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 6 . 7 6 6 2 < / b > < / t d > < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 9 . 0 2 3 0 < / t d > < t d > 1 2 . 3 0 9 0 < / t d > < t d > 8 . 1 2 5 0 < / t d > < t d > 0 . 8 3 7 0 < / t d > < t d > 2 0 . 9 8 4 4 < / t d > < t d > 3 0 . 4 4 6 1 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 1 . 8 5 9 2 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 7 4 < / t d > < t d > 3 9 . 1 7 7 9 < / t d > < t d > 4 5 . 6 0 5 2 < / t r >
< t d > L R G e o m C G < / t d > < t d > 1 1 . 6 9 3 2 < / t d > < t d > 2 0 . 8 9 2 4 < / t d > < t d > 1 4 . 9 8 6 1 < / t d > < t d > 0 . 9 5 3 5 < / t d > < t d > 2 3 . 9 8 2 6 < / t d > < t d > 3 9 . 0 6 4 3 < / t r >
< t d > T M a c < / t d > < t d > 1 2 . 0 3 3 5 < / t d > < t d > 2 1 . 9 8 2 6 < / t d > < t d > 1 5 . 9 8 6 1 < / t d > < t d > 0 . 9 4 9 8 < / t d > < t d > 2 3 . 7 0 7 2 < / t d > < t d > 3 8 . 7 5 4 9 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > 3 . 0 8 2 5 < / t d > < t d > 0 . 0 6 2 5 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 3 9 < / t d > < t d > 3 5 . 6 9 3 6 < / t d > < t d > 3 9 . 6 2 5 6 < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 3 . 3 5 8 7 < / t d > < t d > 0 . 0 6 6 0 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 3 1 < / t d > < t d > 3 5 . 1 1 0 3 < / t d > < t d > 3 9 . 5 0 4 8 < / t r >
< t d > B E W I S < / t d > < t d > < b > 1 . 7 7 6 7 < / b > < / t d > < / t d > < t d > < b > 0 . 0 1 7 4 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < b > 0 . 9 9 7 8 < / b > < / t d > < / t d > < t d > < b > 3 9 . 5 4 4 1 < / b > < / t d > < / t d > < t d > < b > 4 6 . 1 7 1 3 < / b > < / t d > < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 1 3 . 9 4 3 0 < / t d > < t d > 1 6 . 1 4 9 5 < / t d > < t d > 1 0 . 8 8 8 7 < / t d > < t d > 0 . 8 7 7 4 < / t d > < t d > 2 6 . 1 3 9 2 < / t d > < t d > 3 5 . 8 7 0 9 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 8 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > H a l l & M o n i t o r < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 3 . 7 2 3 8 < / t d > < t d > 3 . 0 5 1 6 < / t d > < t d > 1 . 6 6 4 3 < / t d > < t d > 0 . 9 5 4 5 < / t d > < t d > 2 9 . 7 5 7 1 < / t d > < t d > 4 2 . 6 5 9 6 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 2 . 7 1 0 5 < / t d > < t d > 0 . 9 9 3 1 < / t d > < t d > 0 . 5 3 3 9 < / t d > < t d > 0 . 9 6 4 0 < / t d > < t d > 3 0 . 4 6 5 6 < / t d > < t d > 4 2 . 6 7 0 5 < / t r >
< t d > M O G 2 < / t d > < t d > 2 . 4 5 0 6 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 1 0 9 < / b > < / t d > < / t d > < t d > 0 . 0 0 4 5 < / t d > < t d > 0 . 9 8 3 3 < / t d > < t d > 3 4 . 3 9 4 3 < / t d > < t d > 4 5 . 9 7 1 4 < / t r >
< t d > K N N < / t d > < t d > 3 . 9 4 1 3 < / t d > < t d > < b > 0 . 0 1 2 1 < / b > < / t d > < / t d > < t d > 0 . 0 0 2 1 < / t d > < t d > 0 . 9 5 1 9 < / t d > < t d > 2 8 . 2 2 0 8 < / t d > < t d > 3 7 . 4 9 0 7 < / t r >
< t d > B E - A A P S A < / t d > < t d > 2 . 4 4 2 5 < / t d > < t d > 0 . 3 2 0 0 < / t d > < t d > 0 . 0 4 0 0 < / t d > < t d > 0 . 9 8 9 2 < / t d > < t d > 3 6 . 4 2 1 8 < / t d > < t d > 4 5 . 2 4 6 6 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 2 . 6 6 4 4 < / t d > < t d > 0 . 5 5 6 3 < / t d > < t d > 0 . 0 3 0 8 < / t d > < t d > 0 . 9 8 2 1 < / t d > < t d > 3 0 . 9 3 1 3 < / t d > < t d > 4 0 . 0 9 4 9 < / t r >
< t d > I M B S - M T < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 1 . 5 3 5 0 < / b > < / t d > < / t d > < t d > 0 . 0 9 2 3 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 5 4 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 3 8 . 6 2 1 4 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 8 . 5 2 2 4 < / b > < / t d > < / t r >
< t d > L a B G e n < / t d > < t d > 2 . 4 0 0 8 < / t d > < t d > 0 . 1 3 0 2 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 1 6 < / t d > < t d > 3 7 . 1 7 4 6 < / t d > < t d > 4 5 . 1 4 1 6 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 3 . 2 9 3 7 < / t d > < t d > 1 . 6 4 8 9 < / t d > < t d > 0 . 7 9 3 1 < / t d > < t d > 0 . 9 3 7 7 < / t d > < t d > 2 6 . 9 2 1 4 < / t d > < t d > 3 6 . 7 0 4 6 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 2 . 7 9 8 6 < / t d > < t d > 0 . 3 6 1 0 < / t d > < t d > 0 . 0 8 1 7 < / t d > < t d > 0 . 9 8 1 9 < / t d > < t d > 3 3 . 3 7 1 5 < / t d > < t d > 4 1 . 7 3 2 3 < / t r >
< t d > L R G e o m C G < / t d > < t d > 2 . 0 4 7 6 < / t d > < t d > 0 . 2 2 3 7 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < b > 0 . 9 9 3 8 < / b > < / t d > < / t d > < t d > < b > 3 8 . 0 2 4 3 < / b > < / t d > < / t d > < t d > < b > 4 6 . 3 8 1 3 < / b > < / t d > < / t r >
< t d > T M a c < / t d > < t d > 2 . 0 5 9 9 < / t d > < t d > 0 . 2 4 1 5 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 3 7 < / t d > < t d > 3 7 . 5 6 6 4 < / t d > < t d > 4 6 . 2 2 1 4 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > < b > 1 . 8 1 2 5 < / b > < / t d > < / t d > < t d > 0 . 6 6 4 1 < / t d > < t d > 0 . 2 1 6 6 < / t d > < t d > 0 . 9 8 3 2 < / t d > < t d > 3 4 . 2 9 8 5 < / t d > < t d > 4 4 . 2 8 6 3 < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 2 . 6 9 3 0 < / t d > < t d > 0 . 7 5 9 9 < / t d > < t d > 0 . 2 1 6 6 < / t d > < t d > 0 . 9 7 9 8 < / t d > < t d > 3 3 . 1 7 9 5 < / t d > < t d > 4 2 . 5 3 8 6 < / t r >
< t d > B E W I S < / t d > < t d > 3 . 6 2 1 7 < / t d > < t d > 1 . 4 3 4 7 < / t d > < t d > 0 . 0 1 5 4 < / t d > < t d > 0 . 9 6 2 6 < / t d > < t d > 2 7 . 1 7 9 4 < / t d > < t d > 3 5 . 6 1 2 1 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 2 . 6 7 9 7 < / t d > < t d > 0 . 7 0 0 0 < / t d > < t d > 0 . 2 3 9 9 < / t d > < t d > 0 . 9 7 6 3 < / t d > < t d > 3 3 . 1 0 1 9 < / t d > < t d > 4 2 . 7 5 1 6 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 9 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > H i g h w a y I < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 6 . 4 1 2 7 < / t d > < t d > 0 . 2 9 9 5 < / t d > < t d > 0 . 0 1 5 6 < / t d > < t d > 0 . 9 7 0 0 < / t d > < t d > 3 0 . 3 5 8 0 < / t d > < t d > 6 0 . 3 0 9 0 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > < b > 1 . 4 2 7 5 < / b > < / t d > < / t d > < t d > 0 . 1 5 6 3 < / t d > < t d > 0 . 0 1 4 3 < / t d > < t d > 0 . 9 9 2 4 < / t d > < t d > 4 0 . 1 4 3 2 < / t d > < t d > < b > 6 2 . 5 7 2 3 < / b > < / t d > < / t r >
< t d > M O G 2 < / t d > < t d > 2 . 6 0 3 1 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 2 3 < / b > < / t d > < / t d > < t d > < b > 0 . 0 0 0 2 < / b > < / t d > < / t d > < t d > 0 . 9 7 5 3 < / t d > < t d > 3 5 . 8 6 3 5 < / t d > < t d > 5 8 . 2 8 8 9 < / t r >
< t d > K N N < / t d > < t d > 6 . 1 2 7 7 < / t d > < t d > 0 . 0 6 1 6 < / t d > < t d > 0 . 0 0 0 3 < / t d > < t d > 0 . 8 5 0 6 < / t d > < t d > 2 5 . 1 5 2 1 < / t d > < t d > 3 4 . 8 1 7 4 < / t r >
< t d > B E - A A P S A < / t d > < t d > 4 . 3 7 2 1 < / t d > < t d > 2 . 7 6 0 0 < / t d > < t d > 0 . 6 9 0 0 < / t d > < t d > 0 . 9 4 4 2 < / t d > < t d > 3 1 . 1 3 3 2 < / t d > < t d > 5 2 . 3 6 2 3 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 2 . 5 1 8 5 < / t d > < t d > 0 . 6 8 4 9 < / t d > < t d > 0 . 0 2 4 7 < / t d > < t d > 0 . 9 8 1 6 < / t d > < t d > 3 5 . 6 8 8 5 < / t d > < t d > 5 6 . 9 1 1 3 < / t r >
< t d > I M B S - M T < / t d > < t d > 1 . 4 9 1 3 < / t d > < t d > 0 . 0 6 1 2 < / t d > < t d > 0 . 0 0 2 6 < / t d > < t d > < b > 0 . 9 9 3 9 < / b > < / t d > < / t d > < t d > < b > 4 1 . 7 7 2 8 < / b > < / t d > < / t d > < t d > 5 8 . 8 3 2 8 < / t r >
< t d > L a B G e n < / t d > < t d > 1 . 9 0 5 4 < / t d > < t d > 0 . 4 3 6 2 < / t d > < t d > 0 . 0 2 8 6 < / t d > < t d > 0 . 9 8 7 7 < / t d > < t d > 3 7 . 4 9 2 8 < / t d > < t d > 5 3 . 1 6 1 3 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 1 . 5 9 1 8 < / t d > < t d > 0 . 2 3 4 4 < / t d > < t d > 0 . 0 1 9 5 < / t d > < t d > 0 . 9 8 9 9 < / t d > < t d > 3 8 . 8 7 2 8 < / t d > < t d > 5 9 . 4 5 3 1 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 2 . 1 7 4 5 < / t d > < t d > 0 . 4 0 7 6 < / t d > < t d > 0 . 0 4 8 2 < / t d > < t d > 0 . 9 8 3 0 < / t d > < t d > 3 7 . 1 2 5 0 < / t d > < t d > 5 9 . 0 2 7 0 < / t r >
< t d > L R G e o m C G < / t d > < t d > 2 . 6 5 3 5 < / t d > < t d > 0 . 2 0 1 8 < / t d > < t d > 0 . 0 1 3 0 < / t d > < t d > 0 . 9 7 7 9 < / t d > < t d > 3 6 . 2 8 0 8 < / t d > < t d > 5 8 . 2 3 5 9 < / t r >
< t d > T M a c < / t d > < t d > 2 . 6 7 8 8 < / t d > < t d > 0 . 1 9 9 2 < / t d > < t d > 0 . 0 1 3 0 < / t d > < t d > 0 . 9 7 7 7 < / t d > < t d > 3 6 . 1 9 1 7 < / t d > < t d > 5 8 . 2 4 1 7 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 1 7 < / b > < / t d > < / t d > < t d > < b > 0 . 0 0 2 6 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 6 8 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 4 . 3 3 4 3 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 6 6 . 0 8 1 9 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 2 . 1 2 0 9 < / t d > < t d > 0 . 3 2 1 6 < / t d > < t d > 0 . 0 2 2 1 < / t d > < t d > 0 . 9 8 7 0 < / t d > < t d > 3 7 . 3 7 8 9 < / t d > < t d > 5 3 . 6 0 6 9 < / t r >
< t d > B E W I S < / t d > < t d > 2 . 1 0 7 0 < / t d > < t d > 0 . 4 6 6 1 < / t d > < t d > 0 . 0 1 6 9 < / t d > < t d > 0 . 9 8 8 6 < / t d > < t d > 3 6 . 8 0 2 3 < / t d > < t d > 5 4 . 4 9 5 6 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 2 . 7 4 5 1 < / t d > < t d > 0 . 4 1 9 7 < / t d > < t d > 0 . 0 6 0 6 < / t d > < t d > 0 . 9 7 3 1 < / t d > < t d > 3 6 . 3 0 6 0 < / t d > < t d > 5 6 . 4 2 6 5 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 1 0 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > H i g h w a y I I < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 3 . 3 4 1 4 < / t d > < t d > 0 . 3 6 0 7 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 1 5 < / t d > < t d > 3 4 . 3 0 4 5 < / t d > < t d > 4 7 . 1 2 9 9 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 1 . 7 2 7 8 < / t d > < t d > 0 . 3 1 9 0 < / t d > < t d > 0 . 0 0 1 3 < / t d > < t d > < b > 0 . 9 9 6 1 < / b > < / t d > < / t d > < t d > 3 4 . 6 6 3 9 < / t d > < t d > 4 2 . 3 1 6 2 < / t r >
< t d > M O G 2 < / t d > < t d > 2 . 0 8 9 3 < / t d > < t d > < b > 0 . 0 0 4 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 4 6 < / t d > < t d > 3 6 . 1 1 9 0 < / t d > < t d > 4 5 . 2 6 4 3 < / t r >
< t d > K N N < / t d > < t d > 3 . 2 1 1 2 < / t d > < t d > 0 . 0 0 8 5 < / t d > < t d > 0 . 0 0 0 1 < / t d > < t d > 0 . 9 8 5 1 < / t d > < t d > 3 2 . 0 9 8 1 < / t d > < t d > 3 9 . 6 4 5 4 < / t r >
< t d > B E - A A P S A < / t d > < t d > 2 . 5 1 8 1 < / t d > < t d > 0 . 2 8 0 0 < / t d > < t d > 0 . 0 1 0 0 < / t d > < t d > 0 . 9 9 0 3 < / t d > < t d > 3 6 . 2 7 3 8 < / t d > < t d > 4 7 . 3 6 1 3 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 2 . 4 9 0 6 < / t d > < t d > 0 . 4 8 8 3 < / t d > < t d > 0 . 0 1 3 0 < / t d > < t d > 0 . 9 9 2 7 < / t d > < t d > 3 3 . 9 5 1 5 < / t d > < t d > 4 0 . 5 0 8 8 < / t r >
< t d > I M B S - M T < / t d > < t d > < b > 1 . 8 6 8 4 < / b > < / t d > < / t d > < t d > 0 . 0 2 6 0 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 6 0 < / t d > < t d > < b > 4 0 . 1 0 9 8 < / b > < / t d > < / t d > < t d > < b > 4 8 . 8 0 9 4 < / b > < / t d > < / t r >
< t d > L a B G e n < / t d > < t d > 2 . 4 2 4 0 < / t d > < t d > 0 . 3 0 3 4 < / t d > < t d > 0 . 0 0 2 6 < / t d > < t d > 0 . 9 9 2 1 < / t d > < t d > 3 5 . 5 8 7 6 < / t d > < t d > 4 2 . 8 0 2 5 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 2 . 3 0 0 0 < / t d > < t d > 0 . 5 1 3 0 < / t d > < t d > 0 . 0 8 4 6 < / t d > < t d > 0 . 9 9 0 7 < / t d > < t d > 3 3 . 8 3 0 5 < / t d > < t d > 4 2 . 4 9 3 7 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 2 . 4 3 0 6 < / t d > < t d > 0 . 5 8 8 5 < / t d > < t d > 0 . 0 0 5 2 < / t d > < t d > 0 . 9 9 0 9 < / t d > < t d > 3 4 . 3 9 7 5 < / t d > < t d > 4 1 . 7 6 5 6 < / t r >
< t d > L R G e o m C G < / t d > < t d > 2 . 7 5 2 6 < / t d > < t d > 0 . 3 5 5 5 < / t d > < t d > 0 . 0 0 2 6 < / t d > < t d > 0 . 9 9 0 8 < / t d > < t d > 3 5 . 3 4 0 6 < / t d > < t d > 4 6 . 3 1 6 1 < / t r >
< t d > T M a c < / t d > < t d > 2 . 7 6 9 7 < / t d > < t d > 0 . 3 7 6 3 < / t d > < t d > 0 . 0 0 3 9 < / t d > < t d > 0 . 9 9 0 8 < / t d > < t d > 3 5 . 2 2 8 7 < / t d > < t d > 4 6 . 2 1 8 1 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 7 1 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 9 1 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 6 . 8 7 3 9 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 5 6 . 6 0 1 2 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 2 . 3 9 4 6 < / t d > < t d > 0 . 2 9 8 2 < / t d > < t d > 0 . 0 0 3 9 < / t d > < t d > 0 . 9 9 2 6 < / t d > < t d > 3 5 . 7 6 8 8 < / t d > < t d > 4 3 . 2 3 8 4 < / t r >
< t d > B E W I S < / t d > < t d > 2 . 1 9 3 2 < / t d > < t d > 0 . 4 1 4 1 < / t d > < t d > 0 . 0 0 1 3 < / t d > < t d > 0 . 9 9 4 2 < / t d > < t d > 3 4 . 6 2 6 4 < / t d > < t d > 4 1 . 4 0 6 1 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 2 . 3 4 8 1 < / t d > < t d > 0 . 2 8 9 0 < / t d > < t d > 0 . 0 0 8 6 < / t d > < t d > 0 . 9 9 2 5 < / t d > < t d > 3 5 . 9 4 5 0 < / t d > < t d > 4 4 . 7 9 1 8 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 1 1 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > H u m a n B o d y 2 < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 6 . 3 7 8 3 < / t d > < t d > 5 . 5 0 6 5 < / t d > < t d > 3 . 0 4 4 3 < / t d > < t d > 0 . 9 7 3 6 < / t d > < t d > 2 7 . 9 0 2 2 < / t d > < t d > 3 8 . 4 0 7 1 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 2 . 9 4 0 8 < / t d > < t d > 0 . 2 9 9 5 < / t d > < t d > 0 . 0 3 9 1 < / t d > < t d > 0 . 9 9 7 0 < / t d > < t d > 3 5 . 4 2 7 9 < / t d > < t d > 4 6 . 6 2 5 2 < / t r >
< t d > M O G 2 < / t d > < t d > 1 1 . 2 7 6 7 < / t d > < t d > 1 3 . 4 6 0 9 < / t d > < t d > 9 . 9 4 2 7 < / t d > < t d > 0 . 8 7 5 2 < / t d > < t d > 1 9 . 5 2 5 8 < / t d > < t d > 3 2 . 1 2 5 1 < / t r >
< t d > K N N < / t d > < t d > 2 0 . 9 4 2 3 < / t d > < t d > 1 8 . 5 1 3 0 < / t d > < t d > 1 5 . 2 1 8 8 < / t d > < t d > 0 . 7 7 8 3 < / t d > < t d > 1 4 . 5 8 7 1 < / t d > < t d > 2 1 . 4 8 0 5 < / t r >
< t d > B E - A A P S A < / t d > < t d > 6 . 3 2 7 4 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 7 9 7 < / b > < / t d > < / t d > < t d > 0 . 0 5 5 0 < / t d > < t d > 0 . 9 5 2 8 < / t d > < t d > 2 4 . 9 4 3 4 < / t d > < t d > 3 6 . 6 2 7 1 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 3 . 9 8 7 6 < / t d > < t d > 0 . 6 3 9 3 < / t d > < t d > 0 . 0 0 2 6 < / t d > < t d > 0 . 9 9 2 3 < / t d > < t d > 3 0 . 7 9 9 4 < / t d > < t d > 4 2 . 8 9 6 6 < / t r >
< t d > I M B S - M T < / t d > < t d > < b > 1 . 9 1 9 0 < / b > < / t d > < / t d > < t d > 0 . 5 7 9 4 < / t d > < t d > 0 . 0 5 3 4 < / t d > < t d > 0 . 9 9 5 8 < / t d > < t d > 3 4 . 0 9 9 7 < / t d > < t d > 4 5 . 2 0 7 4 < / t r >
< t d > L a B G e n < / t d > < t d > 3 . 8 2 7 3 < / t d > < t d > 0 . 2 6 3 0 < / t d > < t d > 0 . 0 0 1 3 < / t d > < t d > < b > 0 . 9 9 7 5 < / b > < / t d > < / t d > < t d > 3 4 . 4 2 9 1 < / t d > < t d > < b > 4 6 . 8 6 5 3 < / b > < / t d > < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 3 . 1 1 5 4 < / t d > < t d > 0 . 3 0 9 9 < / t d > < t d > 0 . 0 0 1 3 < / t d > < t d > 0 . 9 9 5 9 < / t d > < t d > < b > 3 5 . 5 2 6 1 < / b > < / t d > < / t d > < t d > 4 6 . 2 6 7 1 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 1 1 . 4 2 0 3 < / t d > < t d > 1 3 . 0 0 5 2 < / t d > < t d > 9 . 4 3 7 5 < / t d > < t d > 0 . 8 7 5 1 < / t d > < t d > 1 9 . 2 0 0 8 < / t d > < t d > 3 0 . 9 8 8 1 < / t r >
< t d > L R G e o m C G < / t d > < t d > 5 . 7 6 2 1 < / t d > < t d > 4 . 6 4 9 7 < / t d > < t d > 2 . 4 4 1 4 < / t d > < t d > 0 . 9 7 8 8 < / t d > < t d > 2 8 . 7 0 4 7 < / t d > < t d > 4 0 . 1 9 8 4 < / t r >
< t d > T M a c < / t d > < t d > 5 . 8 0 4 4 < / t d > < t d > 4 . 7 2 9 2 < / t d > < t d > 2 . 4 5 8 3 < / t d > < t d > 0 . 9 7 8 6 < / t d > < t d > 2 8 . 6 0 1 9 < / t d > < t d > 4 0 . 2 1 2 2 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 1 . 8 1 2 6 < / b > < / t d > < / t d > < t d > < b > 0 . 0 9 9 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 8 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 3 9 . 3 9 5 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 7 . 3 1 0 5 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 3 . 3 9 2 7 < / t d > < t d > 0 . 3 4 1 1 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 6 9 < / t d > < t d > 3 5 . 0 4 6 5 < / t d > < t d > 4 5 . 4 2 9 2 < / t r >
< t d > B E W I S < / t d > < t d > 4 . 2 6 6 7 < / t d > < t d > 1 . 5 0 1 3 < / t d > < t d > 0 . 0 2 6 0 < / t d > < t d > 0 . 9 8 6 6 < / t d > < t d > 2 7 . 9 7 4 0 < / t d > < t d > 4 1 . 7 0 2 4 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 6 . 2 1 1 6 < / t d > < t d > 4 . 2 6 5 1 < / t d > < t d > 2 . 8 4 8 1 < / t d > < t d > 0 . 9 5 8 2 < / t d > < t d > 2 9 . 0 7 7 6 < / t d > < t d > 4 0 . 1 5 6 1 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 1 2 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > I B M t e s t 2 < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 5 . 1 2 2 7 < / t d > < t d > 3 . 7 6 4 3 < / t d > < t d > 1 . 8 1 1 2 < / t d > < t d > 0 . 9 8 0 0 < / t d > < t d > 3 0 . 2 1 8 7 < / t d > < t d > 4 1 . 6 3 6 6 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 2 . 2 8 6 2 < / b > < / t d > < / t d > < t d > 0 . 0 3 9 1 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < b > 0 . 9 9 3 9 < / b > < / t d > < / t d > < t d > < b > 3 6 . 6 9 6 7 < / b > < / t d > < / t d > < t d > < b > 4 8 . 5 6 0 7 < / b > < / t d > < / t r >
< t d > M O G 2 < / t d > < t d > 3 . 1 9 8 1 < / t d > < t d > 1 . 5 0 3 9 < / t d > < t d > 0 . 7 0 8 3 < / t d > < t d > 0 . 9 7 1 7 < / t d > < t d > 3 0 . 5 1 8 < / t d > < t d > 3 8 . 1 5 2 4 < / t r >
< t d > K N N < / t d > < t d > 2 1 . 3 5 7 2 < / t d > < t d > 1 6 . 2 9 9 5 < / t d > < t d > 2 . 3 0 9 9 < / t d > < t d > 0 . 6 6 7 1 < / t d > < t d > 1 4 . 1 2 3 5 < / t d > < t d > 2 0 . 5 7 0 5 < / t r >
< t d > B E - A A P S A < / t d > < t d > 5 . 7 2 9 0 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 1 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 1 4 < / t d > < t d > 3 1 . 7 5 4 1 < / t d > < t d > 4 4 . 5 3 4 4 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 4 . 6 7 4 4 < / t d > < t d > 1 . 9 5 3 1 < / t d > < t d > 0 . 0 4 9 5 < / t d > < t d > 0 . 9 4 1 0 < / t d > < t d > 2 4 . 2 6 3 1 < / t d > < t d > 3 2 . 8 5 9 5 < / t r >
< t d > I M B S - M T < / t d > < t d > 7 . 3 5 0 8 < / t d > < t d > 3 . 2 7 3 4 < / t d > < t d > 0 . 1 3 2 8 < / t d > < t d > 0 . 9 7 2 1 < / t d > < t d > 2 4 . 6 2 7 5 < / t d > < t d > 3 6 . 4 3 1 0 < / t r >
< t d > L a B G e n < / t d > < t d > 3 . 7 4 9 1 < / t d > < t d > 0 . 0 8 7 2 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 0 6 < / t d > < t d > 3 3 . 5 9 2 3 < / t d > < t d > 4 5 . 9 0 2 9 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 6 . 1 0 7 4 < / t d > < t d > 2 . 7 0 0 5 < / t d > < t d > 0 . 9 9 2 2 < / t d > < t d > 0 . 9 3 0 3 < / t d > < t d > 2 4 . 4 2 7 2 < / t d > < t d > 3 6 . 0 6 0 3 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 3 . 1 9 5 4 < / t d > < t d > 0 . 0 6 9 0 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 8 9 8 < / t d > < t d > 3 5 . 1 8 1 3 < / t d > < t d > 4 5 . 3 9 0 5 < / t r >
< t d > L R G e o m C G < / t d > < t d > 3 . 6 4 1 3 < / t d > < t d > 1 . 4 5 4 4 < / t d > < t d > 0 . 6 0 8 1 < / t d > < t d > 0 . 9 8 6 8 < / t d > < t d > 3 2 . 8 9 3 0 < / t d > < t d > 4 4 . 9 5 1 6 < / t r >
< t d > T M a c < / t d > < t d > 3 . 6 5 7 5 < / t d > < t d > 1 . 4 8 3 1 < / t d > < t d > 0 . 6 2 8 9 < / t d > < t d > 0 . 9 8 6 8 < / t d > < t d > 3 2 . 8 4 2 4 < / t d > < t d > 4 4 . 9 6 6 0 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > < b > 2 . 3 4 2 4 < / b > < / t d > < / t d > < t d > < b > 0 . 0 1 4 3 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 5 4 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 3 7 . 9 5 1 5 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 5 0 . 5 9 2 3 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 3 . 9 7 2 9 < / t d > < t d > 0 . 0 9 6 4 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > 0 . 9 9 1 9 < / t d > < t d > 3 3 . 7 7 3 6 < / t d > < t d > 4 6 . 3 3 1 6 < / t r >
< t d > B E W I S < / t d > < t d > 3 . 9 8 4 8 < / t d > < t d > 1 . 5 0 1 3 < / t d > < t d > 0 . 0 6 5 1 < / t d > < t d > 0 . 9 6 0 2 < / t d > < t d > 2 5 . 6 5 0 1 < / t d > < t d > 3 9 . 8 7 9 2 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 5 . 3 5 7 9 < / t d > < t d > 2 . 2 8 2 7 < / t d > < t d > 0 . 4 8 7 1 < / t d > < t d > 0 . 9 5 6 6 < / t d > < t d > 2 9 . 9 0 0 9 < / t d > < t d > 4 1 . 1 2 1 3 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 1 3 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > P e o p l e & F o l i a g e < / i > a n d t h e i r A v e r a g e .
< / c a p t i o n >
< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 3 4 . 4 5 0 7 < / t d > < t d > 6 1 . 6 5 7 6 < / t d > < t d > 5 4 . 0 9 2 4 < / t d > < t d > 0 . 7 5 5 5 < / t d > < t d > 1 5 . 3 7 1 9 < / t d > < t d > 3 1 . 9 7 2 7 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 2 4 . 4 2 1 1 < / t d > < t d > 3 2 . 2 3 9 6 < / t d > < t d > 2 5 . 3 2 0 3 < / t d > < t d > 0 . 6 1 1 4 < / t d > < t d > 1 5 . 1 8 7 0 < / t d > < t d > 2 7 . 4 9 7 9 < / t r >
< t d > M O G 2 < / t d > < t d > 3 3 . 8 4 4 2 < / t d > < t d > 0 . 7 1 0 8 < / t d > < t d > 0 . 6 1 3 4 < / t d > < t d > 0 . 8 5 8 4 < / t d > < t d > 1 6 . 2 2 5 2 < / t d > < t d > 2 7 . 4 7 2 8 < / t r >
< t d > K N N < / t d > < t d > 4 8 . 4 9 2 0 < / t d > < t d > 0 . 4 7 1 8 < / t d > < t d > 0 . 2 9 6 6 < / t d > < t d > 0 . 4 2 3 8 < / t d > < t d > 1 0 . 9 1 9 6 < / t d > < t d > 1 9 . 8 1 2 1 < / t r >
< t d > B E - A A P S A < / t d > < t d > 2 0 . 1 8 6 5 < / t d > < t d > 3 1 . 0 0 0 0 < / t d > < t d > 2 4 . 1 9 0 0 < / t d > < t d > 0 . 9 2 5 6 < / t d > < t d > 1 9 . 7 1 5 2 < / t d > < t d > 2 9 . 3 5 6 4 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 5 . 4 2 4 3 < / t d > < t d > 3 . 5 7 1 6 < / t d > < t d > 0 . 0 9 2 4 < / t d > < t d > 0 . 9 2 6 9 < / t d > < t d > 2 2 . 6 9 5 2 < / t d > < t d > 3 1 . 3 8 4 7 < / t r >
< t d > I M B S - M T < / t d > < t d > 8 . 3 9 8 2 < / t d > < t d > 7 . 3 5 6 8 < / t d > < t d > 3 . 2 3 0 5 < / t d > < t d > 0 . 8 5 1 4 < / t d > < t d > 2 0 . 0 6 5 8 < / t d > < t d > 3 2 . 5 2 3 1 < / t r >
< t d > L a B G e n < / t d > < t d > < b > 1 . 7 7 5 1 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 2 6 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < b > 0 . 9 9 6 8 < / b > < / t d > < / t d > < t d > < b > 3 9 . 7 1 6 1 < / b > < / t d > < / t d > < t d > < b > 4 6 . 2 1 4 8 < / b > < / t d > < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 8 . 1 9 6 6 < / t d > < t d > 9 . 4 0 2 3 < / t d > < t d > 7 . 8 8 6 7 < / t d > < t d > 0 . 8 6 2 8 < / t d > < t d > 2 1 . 2 0 9 3 < / t d > < t d > 2 7 . 1 4 5 9 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 1 . 4 1 0 3 < / b > < / t d > < / t d > < t d > < b > 0 . 0 0 3 9 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 0 0 0 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 9 7 3 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 1 . 0 8 6 6 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 7 . 1 5 1 7 < / b > < / t d > < / t r >
< t d > L R G e o m C G < / t d > < t d > 2 9 . 2 3 9 3 < / t d > < t d > 5 7 . 7 8 1 2 < / t d > < t d > 4 8 . 2 1 3 5 < / t d > < t d > 0 . 8 3 3 2 < / t d > < t d > 1 6 . 8 3 9 9 < / t d > < t d > 3 2 . 1 8 2 3 < / t r >
< t d > T M a c < / t d > < t d > 2 9 . 4 4 0 2 < / t d > < t d > 5 7 . 1 8 8 8 < / t d > < t d > 4 7 . 6 7 1 9 < / t d > < t d > 0 . 8 2 3 3 < / t d > < t d > 1 6 . 6 6 7 6 < / t d > < t d > 3 2 . 1 2 6 7 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > 7 . 5 8 8 9 < / t d > < t d > 1 1 . 5 4 8 2 < / t d > < t d > 6 . 2 7 3 4 < / t d > < t d > 0 . 9 3 3 3 < / t d > < t d > 2 3 . 6 4 1 3 < / t d > < t d > 3 6 . 3 0 7 9 < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 7 . 9 4 0 8 < / t d > < t d > 1 1 . 5 5 8 6 < / t d > < t d > 6 . 2 7 3 4 < / t d > < t d > 0 . 9 3 2 9 < / t d > < t d > 2 3 . 6 0 8 5 < / t d > < t d > 3 6 . 1 5 8 1 < / t r >
< t d > B E W I S < / t d > < t d > 1 1 . 9 6 8 5 < / t d > < t d > 1 3 . 0 1 8 2 < / t d > < t d > 1 0 . 2 0 1 8 < / t d > < t d > 0 . 8 8 2 3 < / t d > < t d > 1 7 . 6 7 4 3 < / t d > < t d > 2 6 . 7 3 1 2 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 1 8 . 1 8 5 1 < / t d > < t d > 1 9 . 8 3 4 1 < / t d > < t d > 1 5 . 6 2 3 8 < / t d > < t d > 0 . 8 4 1 0 < / t d > < t d > 2 1 . 3 7 4 9 < / t d > < t d > 3 2 . 2 6 9 2 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 1 4 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > S n e l l e n < / i > a n d t h e i r A v e r a g e .
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< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 5 4 . 2 8 6 5 < / t d > < t d > 8 7 . 7 0 2 5 < / t d > < t d > 8 1 . 0 2 8 2 < / t d > < t d > 0 . 7 1 5 4 < / t d > < t d > 1 2 . 6 0 4 9 < / t d > < t d > 3 4 . 4 5 3 2 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 4 2 . 3 9 8 1 < / t d > < t d > 6 2 . 2 0 1 0 < / t d > < t d > 5 6 . 9 7 3 4 < / t d > < t d > 0 . 6 9 3 2 < / t d > < t d > 1 3 . 6 5 7 3 < / t d > < t d > 3 6 . 0 6 9 1 < / t r >
< t d > M O G 2 < / t d > < t d > 5 8 . 8 1 5 9 < / t d > < t d > < b > 0 . 7 6 1 5 < / b > < / t d > < / t d > < t d > < b > 0 . 6 8 3 9 < / b > < / t d > < / t d > < t d > 0 . 5 3 3 6 < / t d > < t d > 1 1 . 4 1 4 3 < / t d > < t d > 2 7 . 0 3 1 2 < / t r >
< t d > K N N < / t d > < t d > 6 1 . 9 3 8 9 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 6 8 3 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 4 3 2 8 < / b > < / t d > < / t d > < t d > 0 . 4 4 9 3 < / t d > < t d > 1 0 . 6 1 6 4 < / t d > < t d > 2 2 . 5 8 0 4 < / t r >
< t d > B E - A A P S A < / t d > < t d > 4 6 . 7 5 8 0 < / t d > < t d > 7 6 . 0 8 0 0 < / t d > < t d > 6 9 . 3 3 0 0 < / t d > < t d > 0 . 7 6 1 5 < / t d > < t d > 1 3 . 6 3 1 0 < / t d > < t d > 3 7 . 1 4 1 0 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 2 3 . 0 0 1 0 < / t d > < t d > 2 3 . 1 6 7 4 < / t d > < t d > 1 2 . 2 6 8 5 < / t d > < t d > 0 . 7 4 8 1 < / t d > < t d > 1 5 . 6 1 5 8 < / t d > < t d > 2 4 . 9 9 3 0 < / t r >
< t d > I M B S - M T < / t d > < t d > 1 4 . 4 4 8 0 < / t d > < t d > 2 5 . 3 2 7 9 < / t d > < t d > 1 9 . 7 2 9 0 < / t d > < t d > 0 . 8 6 6 8 < / t d > < t d > 1 9 . 7 4 3 6 < / t d > < t d > 4 0 . 1 1 5 1 < / t r >
< t d > L a B G e n < / t d > < t d > < b > 4 . 6 4 1 2 < / b > < / t d > < / t d > < t d > 6 . 3 3 6 8 < / t d > < t d > 5 . 9 3 1 7 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 7 9 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 2 7 . 1 4 4 5 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 7 . 9 5 6 0 < / b > < / t d > < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 1 6 . 0 5 1 5 < / t d > < t d > 1 4 . 4 2 9 0 < / t d > < t d > 1 2 . 6 6 4 0 < / t d > < t d > 0 . 7 1 9 0 < / t d > < t d > 1 6 . 7 0 7 0 < / t d > < t d > 2 8 . 4 8 6 9 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > 2 9 . 9 7 9 7 < / t d > < t d > 3 3 . 4 9 7 3 < / t d > < t d > 3 0 . 4 6 8 8 < / t d > < t d > 0 . 5 9 2 6 < / t d > < t d > 1 4 . 1 4 6 6 < / t d > < t d > 2 6 . 9 2 1 0 < / t r >
< t d > L R G e o m C G < / t d > < t d > 2 4 . 4 8 4 6 < / t d > < t d > 5 0 . 4 3 4 0 < / t d > < t d > 4 2 . 8 3 3 7 < / t d > < t d > 0 . 9 2 5 0 < / t d > < t d > 1 8 . 6 5 8 5 < / t d > < t d > 4 2 . 1 3 0 7 < / t r >
< t d > T M a c < / t d > < t d > 2 4 . 8 7 4 3 < / t d > < t d > 5 1 . 9 9 6 5 < / t d > < t d > 4 4 . 3 5 2 8 < / t d > < t d > 0 . 9 2 0 6 < / t d > < t d > 1 8 . 5 3 1 1 < / t d > < t d > 4 1 . 8 5 5 2 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > 1 6 . 1 4 3 3 < / t d > < t d > 3 5 . 4 5 0 4 < / t d > < t d > 2 1 . 8 4 1 2 < / t d > < t d > 0 . 9 3 3 2 < / t d > < t d > 2 1 . 6 0 5 0 < / t d > < t d > < b > 4 6 . 0 1 6 5 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 1 6 . 5 0 4 2 < / t d > < t d > 3 5 . 4 7 4 5 < / t d > < t d > 2 1 . 9 0 8 8 < / t d > < t d > 0 . 9 3 2 2 < / t d > < t d > 2 1 . 3 9 5 3 < / t d > < t d > 4 4 . 9 3 2 0 < / t r >
< t d > B E W I S < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 4 . 6 3 8 6 < / b > < / t d > < / t d > < t d > 5 . 2 7 5 8 < / t d > < t d > 3 . 3 1 3 1 < / t d > < t d > < b > 0 . 9 6 9 2 < / b > < / t d > < / t d > < t d > < b > 2 5 . 7 5 4 0 < / b > < / t d > < / t d > < t d > 4 2 . 7 1 1 6 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 2 9 . 2 6 4 3 < / t d > < t d > 3 3 . 9 2 1 2 < / t d > < t d > 2 8 . 2 5 0 7 < / t d > < t d > 0 . 7 8 2 6 < / t d > < t d > 1 7 . 4 1 5 0 < / t d > < t d > 3 6 . 2 2 6 2 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
< d i v a l i g n = " c e n t e r " > < s p a n a l i g n = " c e n t e r " > < t a b l e a l i g n = " c e n t e r " b o r d e r = " 1 " >
< c a p t i o n > T a b l e 1 5 : A c c u r a c y r e s u l t s
o f a l l t h e c o m p a r e d m e t h o d s o n s e q u e n c e < i > T o s c a n a < / i > a n d t h e i r A v e r a g e .
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< t r > < t d > < b > M e t h o d < / b > < / t d > < t d > < b > A G E < / b > < / t d > < t d > < b > p E P s < / b > < / t d > < t d > < b > p C E P s < / b > < / t d > < t d > < b > M S - S S I M < / b > < / t d > < t d > < b > P S N R < / b > < / t d > < t d > < b > C Q M < / b > < / t d > < / t r >
< t d > M e a n < / t d > < t d > 1 1 . 6 2 4 7 < / t d > < t d > 2 2 . 8 3 0 8 < / t d > < t d > 1 7 . 5 8 9 6 < / t d > < t d > 0 . 8 8 3 1 < / t d > < t d > 2 2 . 7 2 9 8 < / t d > < t d > 3 6 . 2 5 2 5 < / t r >
< t d > C o l o r M e d i a n < / t d > < t d > 5 . 3 1 4 8 < / t d > < t d > 6 . 4 5 6 2 < / t d > < t d > 3 . 7 7 4 2 < / t d > < t d > 0 . 8 7 0 7 < / t d > < t d > 2 3 . 2 9 4 1 < / t d > < t d > 3 1 . 7 8 0 4 < / t r >
< t d > M O G 2 < / t d > < t d > 9 . 5 9 2 9 < / t d > < t d > 1 2 . 8 0 6 < / t d > < t d > 8 . 3 7 7 3 < / t d > < t d > 0 . 8 9 4 7 < / t d > < t d > 2 3 . 5 9 6 8 < / t d > < t d > 2 3 . 1 9 7 2 < / t r >
< t d > K N N < / t d > < t d > 1 9 . 0 9 3 5 < / t d > < t d > 2 2 . 7 5 8 1 < / t d > < t d > 1 7 . 5 8 0 0 < / t d > < t d > 0 . 7 0 3 4 < / t d > < t d > 1 6 . 3 4 9 2 < / t d > < t d > 1 6 . 2 7 5 4 < / t r >
< t d > B E - A A P S A < / t d > < t d > 7 . 3 5 5 3 < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 1 0 3 3 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 0 6 5 8 < / b > < / t d > < / t d > < t d > 0 . 9 0 9 5 < / t d > < t d > 2 5 . 6 1 6 4 < / t d > < t d > 3 7 . 6 7 5 4 < / t r >
< t d > W S 2 0 0 6 < / t d > < t d > 5 . 8 2 2 2 < / t d > < t d > 5 . 8 9 3 5 < / t d > < t d > 2 . 3 5 0 0 < / t d > < t d > 0 . 8 6 2 3 < / t d > < t d > 2 2 . 8 5 0 4 < / t d > < t d > 2 9 . 0 9 2 7 < / t r >
< t d > I M B S - M T < / t d > < t d > 7 . 4 1 0 9 < / t d > < t d > 6 . 9 0 9 6 < / t d > < t d > 5 . 2 3 9 4 < / t d > < t d > 0 . 8 9 0 3 < / t d > < t d > 2 2 . 5 3 6 7 < / t d > < t d > 2 2 . 0 3 1 9 < / t r >
< t d > L a B G e n < / t d > < t d > 6 . 1 9 9 3 < / t d > < t d > 6 . 9 4 4 0 < / t d > < t d > 4 . 4 8 8 1 < / t d > < t d > 0 . 8 8 0 5 < / t d > < t d > 2 3 . 1 5 3 7 < / t d > < t d > 3 3 . 3 0 6 1 < / t r >
< t d > R S L 2 0 1 1 < / t d > < t d > 1 8 . 7 6 3 6 < / t d > < t d > 2 7 . 3 7 9 4 < / t d > < t d > 2 2 . 6 8 0 6 < / t d > < t d > 0 . 6 6 6 2 < / t d > < t d > 1 7 . 1 5 0 6 < / t d > < t d > 2 4 . 4 7 5 5 < / t r >
< t d > P h o t o m o n t a g e < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 1 . 5 1 7 5 < / b > < / t d > < / t d > < t d > < b > 0 . 4 5 1 7 < / b > < / t d > < / t d > < t d > < b > 0 . 1 6 5 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 0 . 9 8 9 2 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 3 6 . 7 5 2 6 < / b > < / t d > < / t d > < t d > < s p a n s t y l e = ' C o l o r : r e d ' > < b > 5 0 . 2 4 1 6 < / b > < / t d > < / t r >
< t d > L R G e o m C G < / t d > < t d > 7 . 3 0 0 9 < / t d > < t d > 1 1 . 8 5 6 9 < / t d > < t d > 8 . 4 3 9 4 < / t d > < t d > 0 . 8 9 5 9 < / t d > < t d > 2 4 . 2 9 1 4 < / t d > < t d > 3 6 . 3 2 0 6 < / t r >
< t d > T M a c < / t d > < t d > 7 . 3 7 4 2 < / t d > < t d > 1 2 . 0 1 6 3 < / t d > < t d > 8 . 5 8 1 5 < / t d > < t d > 0 . 8 9 5 8 < / t d > < t d > 2 4 . 2 6 0 9 < / t d > < t d > 3 6 . 2 6 9 0 < / t r >
< t d > S C - S O B S _ 1 < / t d > < t d > < b > 3 . 1 8 9 8 < / b > < / t d > < / t d > < t d > 3 . 3 1 1 3 < / t d > < t d > 1 . 7 1 8 3 < / t d > < t d > < b > 0 . 9 6 1 6 < / b > < / t d > < / t d > < t d > < b > 3 0 . 6 2 2 1 < / b > < / t d > < / t d > < t d > < b > 4 3 . 3 0 0 2 < / b > < / t d > < / t r >
< t d > S C - S O B S _ 2 < / t d > < t d > 6 . 2 9 4 9 < / t d > < t d > 8 . 5 4 0 0 < / t d > < t d > 5 . 0 5 2 1 < / t d > < t d > 0 . 8 8 8 0 < / t d > < t d > 2 4 . 9 1 4 3 < / t d > < t d > 3 6 . 7 5 6 7 < / t r >
< t d > B E W I S < / t d > < t d > 7 . 4 0 5 4 < / t d > < t d > 6 . 8 8 7 7 < / t d > < t d > 5 . 0 2 1 5 < / t d > < t d > 0 . 8 8 7 8 < / t d > < t d > 2 2 . 5 2 2 7 < / t d > < t d > 3 1 . 7 2 1 2 < / t r > < / t r >
< t d > A v e r a g e < / t d > < t d > 8 . 2 8 4 0 < / t d > < t d > 1 0 . 3 4 3 0 < / t d > < t d > 7 . 4 0 8 2 < / t d > < t d > 0 . 8 7 1 9 < / t d > < t d > 2 4 . 0 4 2 8 < / t d > < t d > 3 2 . 5 7 9 8 < / t r >
< / t a b l e >
< / s p a n >
< / d i v >
< b r >
P l e a s e , o b s e r v e t h a t t h e a b o v e C M Q v a l u e s w e r e e v a l u a t e d u s i n g a p r e v i o u s v e r s i o n o f t h e M a t l a b s c r i p t s , t h a t i n c l u d e d a b u g ( y o u c a n s t i l l d o w n l o a d t h e < a h r e f = . / M O D L a b / B c k g I n i t / M A T L A B / E v a l u a t e B c k g I n i t 3 O l d . z i p > O l d v e r s i o n o f M a t l a b s c r i p t s < / a > t o c o m p a r e w i t h t h e a b o v e r e s u l t s ) .
< p > < h 3 > R e f e r e n c e s < / h 3 > < / p >
< p > < a n a m e = [ 1 ] > < b > < s p a n s t y l e = ' c o l o r : b l u e ' > [ 1 ] < / s p a n > < / b >
L . M a d d a l e n a , A . P e t r o s i n o ,
< a t a r g e t = " _ b l a n k " h r e f = h t t p : / / l i n k . s p r i n g e r . c o m / c h a p t e r / 1 0 . 1 0 0 7 / 9 7 8 - 3 - 3 1 9 - 2 3 2 2 2 - 5 _ 5 7 # >
< i > T o w a r d s B e n c h m a r k i n g S c e n e B a c k g r o u n d I n i t i a l i z a t i o n < / i > < / a > ,
i n V . M u r i n o e t a l . ( e d s ) , < a t a r g e t = " _ b l a n k " h r e f = h t t p : / / w w w . s p r i n g e r . c o m / u s / b o o k / 9 7 8 3 3 1 9 2 3 2 2 1 8 > N e w T r e n d s i n I m a g e A n a l y s i s a n d P r o c e s s i n g - - I C I A P 2 0 1 5 W o r k s h o p s < / a > ,
L e c t u r e N o t e s i n C o m p u t e r S c i e n c e , V o l . 9 2 8 1 , S p r i n g e r I n t e r n a t i o n a l P u b l i s h i n g S w i t z e r l a n d , D O I 1 0 . 1 0 0 7 / 9 7 8 - 3 - 3 1 9 - 2 3 2 2 2 - 5 _ 5 7 # , p p . 4 6 9 4 7 6 , 2 0 1 5 .
< p > < a n a m e = [ 2 ] > < b > < s p a n s t y l e = ' c o l o r : b l u e ' > [ 2 ] < / s p a n > < / b >
T . B o u w m a n s , L . M a d d a l e n a , A . P e t r o s i n o ,
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