WO2012066999A1 - 車載カメラの変位量検出装置 - Google Patents
車載カメラの変位量検出装置 Download PDFInfo
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- WO2012066999A1 WO2012066999A1 PCT/JP2011/075854 JP2011075854W WO2012066999A1 WO 2012066999 A1 WO2012066999 A1 WO 2012066999A1 JP 2011075854 W JP2011075854 W JP 2011075854W WO 2012066999 A1 WO2012066999 A1 WO 2012066999A1
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
- H04N23/60—Control of cameras or camera modules
- H04N23/68—Control of cameras or camera modules for stable pick-up of the scene, e.g. compensating for camera body vibrations
- H04N23/681—Motion detection
- H04N23/6811—Motion detection based on the image signal
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/30—Determination of transform parameters for the alignment of images, i.e. image registration
- G06T7/32—Determination of transform parameters for the alignment of images, i.e. image registration using correlation-based methods
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10016—Video; Image sequence
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20068—Projection on vertical or horizontal image axis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30244—Camera pose
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30248—Vehicle exterior or interior
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30248—Vehicle exterior or interior
- G06T2207/30252—Vehicle exterior; Vicinity of vehicle
Definitions
- the present invention relates to an apparatus for detecting a displacement amount of an in-vehicle camera based on a captured image of the in-vehicle camera.
- a shake detection area is set on the camera's imaging screen, and within the shake detection area of each time-series captured image Has been proposed (see, for example, Patent Document 1).
- the present invention has been made in view of such a background, and an object of the present invention is to provide a displacement detection device for an in-vehicle camera that accurately detects the displacement of the in-vehicle camera from a captured image of the in-vehicle camera.
- the present invention has been made in order to achieve the above-mentioned object, and a plurality of images having a predetermined number of pixels in a specific direction corresponding to a vertical direction in real space in a predetermined measurement area of an image captured by an in-vehicle camera.
- a reference value calculation unit that divides the measurement unit region into pixels and calculates a sum or average of luminance values or saturation values of pixels in each measurement unit region as a reference value for each measurement unit region; and a first value captured by the camera For one image, a first distribution mode that is a distribution mode of each reference value calculated by the reference value calculation unit in the specific direction, and a second image that is captured by the camera at a time different from the first image The first distribution mode or the second distribution mode is shifted in the specific direction with respect to the second distribution mode that is the distribution mode of the specific direction of each reference value calculated by the reference value calculation unit. Calculate correlation And a camera displacement amount calculation unit that calculates a displacement amount of the camera from the time of capturing the first image to the time of capturing the second image based on the shift amount when the degree of correlation becomes the highest. (First invention).
- the reference value calculation unit calculates the reference value of each measurement unit area of the measurement area for the captured image of the camera.
- This reference value indicates the overall tendency of the luminance or saturation of each measurement unit area, and each measurement unit area is obtained by dividing the measurement area with a width in the specific direction.
- the distribution mode of each reference value in the specific direction indicates the overall distribution state of the luminance or saturation in the specific direction in the measurement region.
- the camera displacement amount calculation unit calculates the first distribution mode and the second image for the first image calculated for the first image and the second image captured at different times.
- the degree of correlation with the second distribution mode is calculated by shifting the first distribution mode or the second distribution mode in the specific direction. Furthermore, the camera displacement amount calculation unit calculates the displacement amount of the camera based on the shift amount when the degree of correlation becomes the highest.
- the first distribution mode and the second distribution mode indicate an overall luminance or saturation distribution state in the measurement region. Therefore, the camera displacement amount calculation unit reduces the influence of the change in the imaging target of the measurement area between the first image and the second image due to the displacement of the camera, and performs imaging in the measurement area.
- the shift amount of the object in the specific direction can be calculated. Since the specific direction corresponds to the vertical direction in the real space, the camera displacement amount calculation unit can accurately calculate the displacement amount of the camera in the vertical direction based on the shift amount.
- the camera includes a road ahead of a vehicle on which the camera is mounted in an imaging range, and the measurement area is set according to a position of an image portion of the road in a captured image of the camera. (2nd invention).
- the camera displacement amount calculated by the camera displacement amount calculation unit is set. Accuracy can be increased.
- the measurement area changing unit is provided that changes the measurement area according to the position of the image part of the road in the image captured by the camera or the position of the image part of the location around the road. (3rd invention).
- the measurement area changing unit causes the measurement area changing unit to change the position of the image area of the road in the image captured by the camera or the position of the image area of the object around the road. Processing such as changing the measurement area so that the ratio of the image portion of the road is increased or changing the measurement area excluding the image portion of another vehicle is performed. Then, by changing the measurement area in this way, it is possible to suppress a decrease in accuracy of the camera displacement amount calculated by the camera displacement amount calculation unit due to the influence of the image portion other than the image portion of the road. can do.
- Explanatory drawing of the attachment aspect to the vehicle of a camera and a vehicle travel assistance apparatus The block diagram of a vehicle travel assistance apparatus.
- Explanatory drawing of a vertical luminance vector Explanatory drawing of the process which calculates the displacement amount of a camera by the correlation degree of the vertical-luminance vector in a time series image.
- the displacement detection apparatus of the vehicle-mounted camera of this invention is comprised as a part of function of the vehicle travel assistance apparatus 10 mounted in the vehicle 1 (own vehicle).
- the vehicle 1 is equipped with a camera 20 (on-vehicle camera) and a vehicle travel support device 10.
- the camera 20 is mounted in the vehicle so as to capture the front of the vehicle 1 through the front window.
- the left and right direction (vehicle width direction) of the vehicle 1 is the X axis and the vertical direction with the mounting portion of the camera 20 as the origin.
- a real space coordinate system is defined in which the (vertical direction) is the Y-axis and the front-rear direction (traveling direction) is the Z-axis.
- the vehicle 1 is provided with a speed sensor 21, an acceleration sensor 22, a yaw rate sensor 23, a steering device 30, and a braking device 31 in addition to the vehicle travel support device 10.
- the speed sensor 21 outputs a detection signal for the speed of the vehicle 1
- the acceleration sensor 22 outputs a detection signal for the acceleration of the vehicle 1
- the yaw rate sensor 23 outputs a detection signal for the yaw rate of the vehicle 1.
- the vehicle travel support device 10 is an electronic unit composed of a CPU, a memory, and the like, and receives a video signal of the camera 20 and detection signals of the sensors 21, 22, and 23.
- the vehicle travel support device 10 has a function of detecting the amount of displacement of the camera 20 in the Y-axis direction as the vehicle 1 swings in the vertical direction and correcting (pitch correction) the displacement of the captured image of the camera 20. And the structure which detects this displacement amount corresponds to the displacement amount detection apparatus of the vehicle-mounted camera of this invention.
- the vehicle travel support device 10 is configured to perform pitch correction by causing a CPU to execute a vehicle travel support control program stored in a memory, and includes a measurement region changing unit 11, a reference value calculating unit 12, It functions as a camera displacement amount calculation unit 13 and a pitch correction unit 14.
- the vehicle travel support device 10 performs pitch correction on the captured image of the camera 20, detects a lane mark provided on the road from the captured image after the pitch correction, and recognizes the travel lane of the vehicle 1.
- the vehicle 1 further includes a steering device 30 and a braking device 31, and the vehicle travel support device 10 controls the operation of one or both of the steering device 30 and the braking device 31, so that the vehicle 1 is removed from the traveling lane.
- the driving support control is performed so as not to deviate.
- the vehicle travel support device 10 demosaikes the output of the pixel of the camera 20 and calculates RGB color data of each pixel in STEP 20.
- the camera 20 of the present embodiment uses a Bayer array single-plate image sensor, and thus, demosaicing of STEP 20 was performed, but a three-plate RGB independent image sensor was used. In the case of a camera, the demosaicing process is unnecessary.
- STEP 30 to STEP 50 are processes by the reference value calculation unit 12.
- the image captured by the camera 20 has a vertical coordinate (y coordinate) of 0 to N (pixels) and a horizontal coordinate (x coordinate) of 0 to M (pixels) (N + 1) ⁇ ( M + 1) is an image Im of pixels.
- the y-axis direction corresponds to a specific direction of the present invention corresponding to the vertical direction in real space.
- the reference value calculation unit 12 has N + 1 measurement unit regions D0 having 1 ⁇ (M + 1) pixels in which the image Im has the same y coordinate and the x coordinate is 0 to M. Divide into DN.
- the width of the measurement unit region in the y-axis direction may be a plurality of pixels instead of one pixel (one line).
- the vertical luminance vector VEC (t) of the following equation (2) is set with components in a range narrower than N (s to s + w, 1 ⁇ s, w ⁇ N,) for N (maximum 30 pixels), and the process proceeds to STEP 60 End the process.
- the reference value calculation unit 12 sets the vertical luminance vector VEC (t) for the images Im sequentially captured by the camera 20 (for example, every 33 msec).
- the vertical direction (Y direction) of the camera 20 is obtained. The amount of displacement is obtained.
- the distribution of the component of VEC (t 2 ) has a tendency to shift the distribution of the component of VEC (t 1 ) upward, and the position of the camera 20 at t 2 is t It can be estimated that the position is shifted downward with respect to the position at 1 .
- FIG. 5 illustrates a luminance vector VEC (t 2 , ⁇ 1) shifted downward by one pixel.
- the camera displacement amount calculation unit 13 sequentially calculates VEC (t 2 , i) obtained by shifting the luminance vector VEC (t 2 ) of the second image Im2 up and down by i to sequentially obtain the first image Im1.
- the degree of correlation with the luminance vector VEC (t 1 ) is calculated.
- the camera displacement amount calculation unit 13 determines the position of the camera 20 between t 1 and t 2 based on the shift value i when the degree of correlation with the luminance vector VEC (t 1 ) of the first image Im1 is the highest.
- the amount of displacement ⁇ y in the vertical direction is calculated.
- the displacement amount ⁇ y of the camera 20 is proportional to the shift value i.
- the pitch correction unit 14 performs correction (pitch correction) for shifting the second image Im2 by an amount that cancels the displacement amount ⁇ y of the camera 20, and the object detection unit 14 performs the second image after the pitch correction.
- the detection processing of the image portion of the object of the lane mark is performed.
- the measurement unit region D (D0 to DN) is set with the entire captured image Im of the camera 20 as the measurement region.
- a trapezoidal measurement area Ea1 that matches the image portion of the road may be set.
- the luminance vector VEC can be obtained while avoiding the influence of signs and buildings located around the road.
- the displacement of the image portion becomes large even when the vehicle 1 is slightly pitched.
- the error may increase. Therefore, the detection accuracy of the displacement amount of the camera 20 can be increased by setting the measurement area Ea1 so that the vicinity of the horizon far from the vehicle 1 is included.
- the measurement area changing unit 11 when it is detected that the captured image Im of the camera 20 includes the image parts 50 and 51 of the other vehicle, the measurement area changing unit 11 causes these image parts to be included. It may be changed to the measurement area Ea2 from which is removed.
- the luminance vector VEC is calculated using the luminance of each pixel of the captured image Im of the camera 20, but the saturation vector is calculated using the saturation of each pixel of the captured image Im.
- the degree of camera displacement may be obtained by calculating the degree of correlation between the saturation vectors of the captured images at different times.
- the average value of the luminance values of the pixels in each measurement unit region is set as the reference value of each measurement unit region by the above equation (1), but the sum of the luminance values of the pixels in each measurement unit region is calculated.
- the value may be used as a reference value for each measurement unit area.
- the average value and the total value may be properly used in the measurement area.
- the reference value may be calculated using the total value for the upper half of the measurement region, and the reference value may be calculated using the average value for the lower half of the measurement region.
- the reference value using the average value and the reference value using the total value may be calculated, and the feature amount increasing (the luminance profile peak due to the luminance vector increasing) may be employed.
- the camera displacement amount calculation unit 13 shifts the luminance vector in the vertical direction in units of one pixel when calculating the degree of correlation between the luminance vectors of images captured at different times. By shifting in units of less than 1 (for example, 0.1 pixel unit), the displacement calculation accuracy can be improved. In this case, a process of making the discrete function of the above formula (2) continuous (sub-pixel) by a technique such as spline interpolation is performed.
- a monochrome camera may be used.
- the process of converting color components into luminance values by the loop 1 of STEP 20 and STEP 30 in FIG. 3 is not necessary.
- the displacement amount of the in-vehicle camera can be accurately detected from the captured image of the in-vehicle camera. Useful for making corrections.
- SYMBOLS 1 ... Vehicle, 10 ... Vehicle travel assistance apparatus, 11 ... Measurement area change part, 12 ... Reference value calculation part, 13 ... Camera displacement calculation part, 14 ... Pitch correction part, 20 ... Camera, 21 ... Speed sensor, 22 ... Acceleration sensor, 23 ... yaw rate sensor, 30 ... steering device, 31 ... braking device.
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Abstract
Description
Claims (3)
- 車載カメラによる撮像画像について、所定の測定用領域を実空間上の鉛直方向に相当する特定方向の所定画素数の幅を有する複数の測定単位領域に分割して、各測定単位領域内の画素の輝度値又は彩度値の総和又は平均を各測定単位領域の参照値として算出する参照値算出部と、
前記カメラにより撮像された第1画像について、前記参照値算出部により算出された各参照値の前記特定方向の分布態様である第1分布態様と、前記カメラにより該第1画像とは異なる時点で撮像された第2画像について、前記参照値算出部により算出された各参照値の前記特定方向の分布態様である第2分布態様との間で、該第1分布態様又は該第2分布態様を前記特定方向にシフトさせて相関度を算出し、相関度が最も高くなったときのシフト量に基づいて、前記第1画像の撮像時から第2画像の撮像時までの前記カメラの変位量を算出するカメラ変位量算出部と
を備えたことを特徴とする車載カメラの変位量検出装置。 - 請求項1記載の車載カメラの変位量検出装置において、
前記カメラは、前記カメラが搭載された車両の前方の道路を撮像範囲に含み、
前記測定用領域は、前記カメラの撮像画像における道路の画像部分の位置に応じて設定されていることを特徴とする車載カメラの変位量検出装置。 - 請求項2記載の車載カメラの変位量検出装置において、
前記測定用領域を、前記カメラの撮像画像における道路の画像部分の位置又は、道路の周囲の物体の画像部分の位置に応じて変更する測定用領域変更部を備えたことを特徴とする車載カメラの変位量検出装置。
Priority Applications (4)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US13/823,598 US20130169800A1 (en) | 2010-11-16 | 2011-11-09 | Displacement magnitude detection device for vehicle-mounted camera |
CN201180044007.8A CN103109522B (zh) | 2010-11-16 | 2011-11-09 | 车载摄像头位置变化量检测装置 |
JP2012544203A JP5616974B2 (ja) | 2010-11-16 | 2011-11-09 | 車載カメラの変位量検出装置 |
EP11840713.9A EP2605506B1 (en) | 2010-11-16 | 2011-11-09 | Displacement magnitude detection device for vehicle-mounted camera |
Applications Claiming Priority (2)
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JP2010-256096 | 2010-11-16 | ||
JP2010256096 | 2010-11-16 |
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WO2012066999A1 true WO2012066999A1 (ja) | 2012-05-24 |
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PCT/JP2011/075854 WO2012066999A1 (ja) | 2010-11-16 | 2011-11-09 | 車載カメラの変位量検出装置 |
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US (1) | US20130169800A1 (ja) |
EP (1) | EP2605506B1 (ja) |
JP (1) | JP5616974B2 (ja) |
CN (1) | CN103109522B (ja) |
WO (1) | WO2012066999A1 (ja) |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
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CN103661138A (zh) * | 2012-09-13 | 2014-03-26 | 昆达电脑科技(昆山)有限公司 | 于用户界面上调整车辆摄像头位置的装置及其方法 |
CN114862854A (zh) * | 2022-07-07 | 2022-08-05 | 上海群乐船舶附件启东有限公司 | 一种船舶电器配件缺陷检测方法 |
Families Citing this family (6)
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KR101340014B1 (ko) * | 2011-12-09 | 2013-12-10 | 에스엘 주식회사 | 위치 정보 제공 장치 및 방법 |
JPWO2016121406A1 (ja) * | 2015-01-28 | 2017-09-07 | 京セラ株式会社 | 画像処理装置、画像処理システム、車両、撮像装置、および画像処理方法 |
US11182914B2 (en) | 2018-05-21 | 2021-11-23 | Facebook Technologies, Llc | Dynamic structured light for depth sensing systems based on contrast in a local area |
KR102766407B1 (ko) * | 2018-10-01 | 2025-02-13 | 삼성전자주식회사 | 냉장고, 서버 및 냉장고의 객체 인식 방법 |
CN111397520B (zh) * | 2020-04-23 | 2020-11-17 | 徐州宏远通信科技有限公司 | 基于图像识别的耙式浓缩池沉淀层厚度检测方法及装置 |
CN112135122A (zh) * | 2020-09-21 | 2020-12-25 | 北京百度网讯科技有限公司 | 用于监测成像设备的方法、装置、电子设备以及路侧设备 |
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- 2011-11-09 EP EP11840713.9A patent/EP2605506B1/en not_active Not-in-force
- 2011-11-09 WO PCT/JP2011/075854 patent/WO2012066999A1/ja active Application Filing
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Publication number | Publication date |
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CN103109522B (zh) | 2016-05-11 |
JP5616974B2 (ja) | 2014-10-29 |
EP2605506A1 (en) | 2013-06-19 |
CN103109522A (zh) | 2013-05-15 |
JPWO2012066999A1 (ja) | 2014-05-12 |
EP2605506A4 (en) | 2014-11-12 |
US20130169800A1 (en) | 2013-07-04 |
EP2605506B1 (en) | 2019-04-10 |
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