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29th IPMI 2025: Kos, Greece - Part II
- Ipek Oguz
, Shaoting Zhang
Information Processing in Medical Imaging - 29th International Conference, IPMI 2025, Kos, Greece, May 25-30, 2025, Proceedings, Part II. Lecture Notes in Computer Science 15830, Springer 2026, ISBN 978-3-031-96624-8
Computer-Aided Diagnosis/Surgery
- Shizhan Gong
Concepts from Neurons: Building Interpretable Medical Image Diagnostic Models by Dissecting Opaque Neural Networks. 3-18 - Veronica Ruozzi, Sasan Matinfar, Laura Schütz, Benedikt Wiestler, Alberto Redaelli, Emiliano Votta
BioSonix: Can Physics-Based Sonification Perceptualize Tissue Deformations From Tool Interactions? 19-33
Brain
- Tingting Dan
Explainable Deep Model for Understanding Neuropathological Events Through Neural Symbolic Regression. 37-50 - Haifeng Huang, Yi Wang, Tingting Dan, Yang Yang, Guorong Wu:
A Multi-layer Neural Transport Model for Characterizing Pathology Propagation in Neurodegenerative Diseases. 51-64 - Yanxi Chen, Mohammad Farazi, Zhangsihao Yang, Yonghui Fan, Nicholas Ashton, Eric M. Reiman, Yi Su, Yalin Wang:
Enhancing Alzheimer's Diagnosis: Leveraging Anatomical Landmarks in Graph Convolutional Neural Networks on Tetrahedral Meshes. 65-78 - Joseph Paillard, Antoine Collas, Denis A. Engemann, Bertrand Thirion:
Hierarchical Variable Importance with Statistical Control for Medical Data-Based Prediction. 79-93 - Xin Shen, Shengjie Zhang, Wenbin Liu, Yuan Zhou:
Disentangle Disease-Relevant Patterns from Irrelevant Patterns in fMRI Analysis Using Equivariant and Contrastive Learning. 94-108
Diffusion Models
- Colin S. C. Tsang, Albert C. S. Chung:
Continuous Diffusion Model for Self-supervised Denoising and Super-Resolution on Fluorescence Microscopy Images. 111-124 - Xiaoyu Bai, Haotian Jiang, Geng Chen:
Self-supervised Denoising of Diffusion MRI Data with Efficient Collaborative Diffusion Model. 125-138 - Farzad Beizaee, Gregory A. Lodygensky, Christian Desrosiers, Jose Dolz:
MAD-AD: Masked Diffusion for Unsupervised Brain Anomaly Detection. 139-153
Self-supervised Learning
- Zihao Zhao, Mei Wang, Zhiming Cui, Sheng Wang, Qian Zhou, Li Fan, Qian Wang, Dinggang Shen:
Taming Masked Image Modeling for Chest X-ray Diagnosis by Incorporating Clinical Visual Priors. 157-171 - Haotian Jiang, Geng Chen:
Diffusion MAE: Paving the Way for Representation Learning of Diffusion MRI. 172-185 - Giulio V. Minore
Resolving Quantitative MRI Model Degeneracy in Self-supervised Machine Learning. 186-199
Vision-Language Models
- Linbin Han, Zhi Qiao, Xiantong Zhen, Jia-Hong Gao, Zhen Qian:
Knowledge-Enhanced Hyperbolic Language-Image Pretraining for Zero-Shot Learning. 203-217 - Hong Liu, Dong Wei, Qiong Peng, Yawen Huang, Xian Wu, Yefeng Zheng, Liansheng Wang:
Structure Observation Driven Image-Text Contrastive Learning for Computed Tomography Report Generation. 218-233 - Mingyang Yu, Yaozong Gao, Yiran Shu, Yanbo Chen, Jingyu Liu, Caiwen Jiang, Kaicong Sun, Weifang Zhang, Yiqiang Zhan, Xiang Sean Zhou, Shaonan Zhong, Xinlu Wang, Meixin Zhao, Dinggang Shen:
Hierarchical CLIPs for Fine-Grained Anatomical Lesion Localization from Whole-Body PET/CT Images. 234-246 - Yuexi Du, John A. Onofrey, Nicha C. Dvornek:
Multi-view and Multi-scale Alignment for Contrastive Language-Image Pre-training in Mammography. 247-262 - Deval Mehta, Yiwen Jiang, Catherine L. Jan, Mingguang He, Kshitij S. Jadhav, Zongyuan Ge:
Interpretable Few-Shot Retinal Disease Diagnosis with Concept-Guided Prompting of Vision-Language Models. 263-277 - Julio Silva-Rodríguez, Leo Fillioux, Paul-Henry Cournède, Maria Vakalopoulou, Stergios Christodoulidis, Ismail Ben Ayed, Jose Dolz:
Full Conformal Adaptation of Medical Vision-Language Models. 278-293 - Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed:
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? 294-309
Shape Analysis
- Tibor Kubík, François Guibault, Michal Spanel, Hervé Lombaert:
ToothForge: Automatic Dental Shape Generation Using Synchronized Spectral Embeddings. 313-326 - Krithika Iyer, Shireen Y. Elhabian, Sarang C. Joshi:
LEDA: Log-Euclidean Diffeomorphism Autoencoder for Efficient Statistical Analysis of Diffeomorphisms. 327-341 - Tonmoy Hossain, Miaomiao Zhang:
CoRLD: Contrastive Representation Learning of Deformable Shapes in Images. 342-357
Time-Series Image Analysis
- Zhentao Liu, Ruyi Zha, Huangxuan Zhao, Hongdong Li, Zhiming Cui:
4DRGS: 4D Radiative Gaussian Splatting for Efficient 3D Vessel Reconstruction from Sparse-View Dynamic DSA Images. 361-374 - Zhangxing Bian, Shuwen Wei, Xiao Liang, Yuan-Chiao Lu, Samuel W. Remedios, Fangxu Xing, Jonghye Woo, Dzung L. Pham, Aaron Carass, Philip V. Bayly, Jiachen Zhuo, Ahmed Alshareef, Jerry L. Prince:
Brightness-Invariant Tracking Estimation in Tagged MRI. 375-389 - Tongan Cai, Haomiao Ni, Wenchao Ma, Yuan Xue, Qian Ma, Rachel Leicht, Kelvin K. Wong, John Volpi, Stephen T. C. Wong, James Z. Wang, Sharon X. Huang:
SafeTriage: Facial Video De-identification for Privacy-Preserving Stroke Triage. 390-404
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