Table of Contents

• A Multimodal Contrastive Learning for Detecting Aortic Dissection on 3D Non-contrast CT with Anatomy SimplificationDuoer Zhang, Wenbo Xiao, Chen Jiang, Yuxuan Qiu, Zhan Feng, Hong Wang 0021, Yefeng Zheng 0001, Wentao Zhu. 3-12 [doi]
• Adaptive Adversarial Data Augmentation with Trajectory Constraint for Alzheimer's Disease Conversion PredictionHyuna Cho, Hayoung Ahn, Guorong Wu 0001, Won Hwa Kim. 13-23 [doi]
• Adaptive Stain Normalization for Cross-Domain Medical HistologyTianyue Xu, Yanlin Wu, Abhai K. Tripathi, Matthew M. Ippolito, Benjamin D. Haeffele. 24-33 [doi]
• Addressing Label Scarcity and Domain Shift in Medical Image SegmentationSuruchi Kumari, Pravendra Singh. 34-44 [doi]
• AEM: Attention Entropy Maximization for Multiple Instance Learning Based Whole Slide Image ClassificationYunLong Zhang, Honglin Li 0001, Yuxuan Sun 0002, Zhongyi Shui, Jingxiong Li, Chenglu Zhu, Lin Yang 0002. 45-55 [doi]
• Automated Detection of Abnormalities in Zebrafish DevelopmentSarath Sivaprasad, Hui-Po Wang, Anna-Lisa Jäckel, Jonas Baumann, Carole Baumann, Jennifer Herrmann, Mario Fritz. 56-66 [doi]
• Automatic Dataset Shift Identification to Support Safe Deployment of Medical Imaging AIMélanie Roschewitz, Raghav Mehta, Charles Jones, Ben Glocker. 67-76 [doi]
• BaMCo: Balanced Multimodal Contrastive Learning for Knowledge-Driven Medical VQAZiya Ata Yazici, Hazim Kemal Ekenel. 77-87 [doi]
• BiasICL: In-Context Learning and Demographic Biases of Vision Language ModelsSonnet Xu, Joseph D. Janizek, Yixing Jiang, Roxana Daneshjou. 88-97 [doi]
• BrainAlign: EEG-Vision Alignment via Frequency-Aware Temporal Encoder and Differentiable Cluster AssignerEnze Shi, Huawen Hu, Qilong Yuan, Kui Zhao, Sigang Yu, Shu Zhang. 98-108 [doi]
• Contour Makes it Stronger: Cross-Domain Cephalometric Landmark Detection Based on Contour PriorsXinyue Liang, Runnan Chen, Guangshun Wei, Shaojie Zhuang 0001, Yuanfeng Zhou. 109-118 [doi]
• CXR-CML: Improved Zero-Shot Classification of Long-Tailed Multi-label Diseases in Chest X-RaysRajesh Madhipati, Sheethal Bhat, Lukas Buess, Andreas K. Maier. 119-129 [doi]
• Deep Learning Framework for Managing Inter-reader Variability in Background Parenchymal Enhancement Classification for Contrast-Enhanced MammographyElodie Ripaud, Clément Jailin, Pablo Milioni de Carvalho, Laurence Vancamberg, Isabelle Bloch. 130-140 [doi]
• Dia-LLaMA: Towards Large Language Model-Driven CT Report GenerationZhixuan Chen, Luyang Luo, Yequan Bie, Hao Chen 0011. 141-151 [doi]
• Diff-RRG: Longitudinal Disease-Wise Patch Difference as Guidance for LLM-Based Radiology Report GenerationHannah Yun, Junyeong Maeng, Eunsong Kang, Heung-Il Suk. 152-161 [doi]
• Distilling Foundation Models for Robust and Efficient Models in Digital PathologyAlexandre Filiot, Nicolas Dop, Oussama Tchita, Auriane Riou, Rémy Dubois, Thomas Peeters, Daria Valter, Marin Scalbert, Charlie Saillard, Geneviève Robin, Antoine Olivier. 162-172 [doi]
• Domain Generalization for Mammogram Classification by Suppressing Domain-Specific FeaturesJiqun Chen, Luhao Sun, Wenzong Jiang, Weifeng Liu 0001, Chao Li 0075, Zhiyong Yu, Baodi Liu. 173-183 [doi]
• Domain-Adaptive Diagnosis of Lewy Body Disease with Transferability Aware TransformerXiaowei Yu, Jing Zhang 0010, Tong Chen, Yan Zhuang, Minheng Chen, Chao Cao, Yanjun Lyu, Lu Zhang 0050, Li Su, Tianming Liu 0001, Dajiang Zhu. 184-193 [doi]
• DPGS-Net: Dual Prior-Guided Cross-Domain Adaptive Framework for Ultrasound Image SegmentationWeijie Zhang, Lingfeng Xie, Kun Zeng, Xiaonan Luo, Yongyi Gong. 194-204 [doi]
• DualPrompt-MedCap: A Dual-Prompt Enhanced Approach for Medical Image CaptioningYining Zhao, Mukesh Prasad, Ali Braytee. 205-215 [doi]
• Enhancing Radiology Report Interpretation through Modality-Specific RadGraph Fine-TuningHaoyue Guan, Yuwei Dai, Shadi Afyouni, Alec Kain, Wen-Chi Hsu, Jiashu Cheng, Sophie Yao, Yuli Wang, Jing Wu, Rishitha Pulakhandam, Lin-Mei Zhao, Chengzhang Zhu, Zhicheng Jiao, Craig Jones, Harrison Bai. 216-225 [doi]
• Exposing and Mitigating Calibration Biases and Demographic Unfairness in MLLM Few-Shot In-Context Learning for Medical Image ClassificationXing Shen 0001, Justin Szeto, Mingyang Li, Hengguan Huang, Tal Arbel. 226-236 [doi]
• Few-Shot, Now for Real: Medical VLMs Adaptation Without Balanced Sets or ValidationJulio Silva-Rodríguez, Fereshteh Shakeri, Houda Bahig, Jose Dolz, Ismail Ben Ayed. 237-247 [doi]
• FluoroSAM: A Language-Promptable Foundation Model for Flexible X-Ray Image SegmentationBenjamin D. Killeen, Liam J. Wang, Blanca Iñígo, Han Zhang, Mehran Armand, Russell H. Taylor, Greg Osgood, Mathias Unberath. 248-258 [doi]
• FoundBioNet: A Foundation-Based Model for IDH Genotyping of Glioma from Multi-parametric MRISomayeh Farahani, Marjaneh Hejazi, Antonio Di Ieva, Sidong Liu. 259-270 [doi]
• General Methods Make Great Domain-Specific Foundation Models: A Case-Study on Fetal UltrasoundJakob Ambsdorf, Asbjørn Munk, Sebastian Nørgaard Llambias, Anders Nymark Christensen, Kamil Wojciech Mikolaj, Randall Balestriero, Martin Grønnebæk Tolsgaard, Aasa Feragen, Mads Nielsen. 271-281 [doi]
• Improving OCTA Imaging Through Cross-Domain Adaptation: A Noise-Guided Framework Using Intralipid-Enhanced Rat DataBingyu Yang, Bingyao Tan, Zaiwang Gu, Leopold Schmetterer, Huiqi Li, Jun Cheng 0003. 282-292 [doi]
• Influence of Classification Task and Distribution Shift Type on OOD Detection in Fetal UltrasoundChun Kit Wong, Anders Nymark Christensen, Cosmin I. Bercea, Julia A. Schnabel, Martin Grønnebæk Tolsgaard, Aasa Feragen. 293-303 [doi]
• ISAC: Redefining the Vascular Segmentation Paradigm Through Mask Completion for Cross-Domain GeneralizationTianyu Zhao 0005, Zihang Huang, Xixi Jiang, Liang Zhang, Xiaohuan Ding, Xin Yang 0008. 304-314 [doi]
• Longitudinal Anatomical Attention Maps for Recognizing Diagnostic Errors from Radiologists' Eye MovementsAnna Anikina, Diliara Ibragimova, Tamerlan Mustafaev, Claudia Mello-Thoms, Bulat Ibragimov. 315-325 [doi]
• MAUP: Training-Free Multi-center Adaptive Uncertainty-Aware Prompting for Cross-Domain Few-Shot Medical Image SegmentationYazhou Zhu, Haofeng Zhang. 326-336 [doi]
• MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement LearningJiaZhen Pan, Che Liu, JunDe Wu, Fenglin Liu, Jiayuan Zhu, Hongwei Bran Li, Chen Chen 0042, Cheng Ouyang, Daniel Rueckert. 337-347 [doi]
• More Performant and Scalable: Rethinking Contrastive Vision-Language Pre-training of Radiology in the LLM EraYingtai Li, Haoran Lai, Xiaoqian Zhou, Shuai Ming, Wenxin Ma, Wei Wei 0006, Shaohua Kevin Zhou. 348-357 [doi]
• Multi-agent Collaboration for Integrating Echocardiography Expertise in Multi-modal Large Language ModelsYi Qin, Dinusara Sasindu Gamage Nanayakkara, Xiaomeng Li. 358-368 [doi]
• Multi-subject Orthogonal Sparse Matrix Decomposition Method for Extracting Individual Brain Functional NetworksXingyu He, Vince D. Calhoun, Theo G. M. van Erp, Yuhui Du. 369-378 [doi]
• OFF-CLIP: Improving Normal Detection Confidence in Radiology CLIP with Simple Off-Diagonal Term Auto-adjustmentJunhyun Park, Chanyu Moon, Donghwan Lee, Kyungsu Kim, Minho Hwang. 379-389 [doi]
• OralSAM: One-Shot Segmentation for Intraoral Ultrasound Videos with Adaptive Feature Correlation and Self-prompting StrategyLogiraj Kumaralingam, Anparasy Sivaanpu, Manh-Hai Hoang, Javaneh Alavi, Kim-Cuong T. Nguyen, Kumaradevan Punithakumar, Edmond H. M. Lou, Paul W. Major, Lawrence H. Le. 390-399 [doi]
• Out-of-Distribution Nuclei Segmentation in Histology Imaging via Liquid Neural Networks with Modern Hopfield LayerBishal Ranjan Swain, Kyung Joo Cheoi, Jaepil Ko. 400-410 [doi]
• PathoCellBench: A Comprehensive Benchmark for Cell PhenotypingJérôme Lüscher, Nora Koreuber, Jannik Franzen, Fabian H. Reith, Claudia Winklmayr, Elias Baumann, Christian M. Schürch, Dagmar Kainmüller, Josef Lorenz Rumberger. 411-420 [doi]
• Pathology-Aware Virtual H&E Staining of Section-Free Thick Tissues with Semantic Contrastive GuidanceJintaek Oh, Lulin Shi, Terence T. W. Wong. 421-430 [doi]
• PathoPrompt: Cross-Granular Semantic Alignment for Medical Pathology Vision-Language ModelsRunlin Huang, Haohui Liang, Hongmin Cai, Weipeng Zhuo, Wentao Fan, Weifeng Su. 431-440 [doi]
• Phrase-Grounded Fact-Checking for Automatically Generated Chest X-Ray ReportsRazi Mahmood, Diego Machado Reyes, Joy T. Wu, Parisa Kaviani, Ken C. L. Wong, Niharika D'Souza, Mannudeep K. Kalra, Ge Wang 0001, Pingkun Yan, Tanveer F. Syeda-Mahmood. 441-452 [doi]
• Physics-Guided Deep Image Prior Network for General Zero-Shot Stain DeconvolutionJianan Chen 0001, Lydia Y. Liu, Wenchao Han, Alison M. Cheung, Hubert Tsui, Anne L. Martel. 453-463 [doi]
• Prototype-Guided and Lightweight Adapters for Inherent Interpretation and Generalisation in Federated LearningSamuel Ofosu Mensah, Kerol Djoumessi, Philipp Berens. 464-473 [doi]
• PSAT: Pediatric Segmentation Approaches via Adult Augmentations and Transfer LearningTristan Kirscher, Sylvain Faisan, Xavier Coubez, Loris Barrier, Philippe Meyer. 474-483 [doi]
• RadAlign: Advancing Radiology Report Generation with Vision-Language Concept AlignmentDifei Gu, Yunhe Gao, Yang Zhou 0019, Mu Zhou, Dimitris N. Metaxas. 484-494 [doi]
• RAPTOR: Generative AI for Parsing Colorectal Cancer Referrals to Streamline Faster Diagnostic Standard PathwaysSofiat Abioye, Shazad Ashraf, Junaid Qadir 0001, Adam Byfield, Anusha Jose, William Poulett, Ben Wallace, Adil Butt, Colm Forde, Marcus Mottershead, Simon Fallis, Andrew Beggs, Aneel Bhangu, Lukman Akanbi, Muhammad Bilal. 495-505 [doi]
• Reducing Variability of Multiple Instance Learning Methods for Digital PathologyAli Mammadov, Loïc Le Folgoc, Guillaume Hocquet, Pietro Gori. 506-516 [doi]
• Regularized Low-Rank Adaptation for Few-Shot Organ SegmentationGhassen Baklouti, Julio Silva-Rodríguez, Jose Dolz, Houda Bahig, Ismail Ben Ayed. 517-527 [doi]
• Resolving the Overlap of Macrovascular and Microvascular Flow Components in Digital Subtraction Angiography for Cerebral Reperfusion AssessmentChengchuan Wu, Catherine E. Davey, Gagan Sharma, Felix Ng. 528-537 [doi]
• Revisiting Masked Image Modeling with Standardized Color Space for Domain Generalized Fundus Photography ClassificationEojin Jang, Myeongkyun Kang, Soopil Kim, Min Sagong, Sang-Hyun Park. 538-548 [doi]
• Robust Fetal Pose Estimation Across Gestational Ages via Cross-Population AugmentationSebastian Diaz, Benjamin Billot, Neel Dey, Molin Zhang, Esra Abaci Turk, Patricia Ellen Grant, Polina Golland, Elfar Adalsteinsson. 549-559 [doi]
• Self-supervised Normality Learning and Divergence Vector-Guided Model Merging for Zero-Shot Congenital Heart Disease Detection in Fetal Ultrasound VideosPramit Saha, Divyanshu Mishra, Netzahualcoyotl Hernandez-Cruz, Olga Patey, Aris T. Papageorghiou, Yuki M. Asano, J. Alison Noble. 560-571 [doi]
• Solving Medical Multi-Label Domain Adaptation via Wasserstein Adversarial Learning with Class-Level AlignmentWenjie Liu 0008, Fuyou Miao 0001, Xu Wang. 572-582 [doi]
• Sparsely Labeled fMRI Data Denoising with Meta-learning-Based Semi-supervised Domain AdaptationKeun-Soo Heo, Ji-Wung Han, Soyeon Bak, Minjoo Lim, Bogyeong Kang, Sang-Jun Park, Weili Lin, Han Zhang 0002, Dinggang Shen, Tae-Eui Kam. 583-593 [doi]
• SPEC-CXR: Advancing Clinical Safety Through Entity-Level Performance Evaluation of Chest X-ray Report GenerationJung-Oh Lee, Junwoo Cho, Junha Kim, Laurent Dillard, Tom van Sonsbeek, Arnaud A. A. Setio, Hyeonsoo Lee, Donggeun Yoo, Taesoo Kim. 594-604 [doi]
• Teaching Pathology Foundation Models to Accurately Predict Gene Expression with Parameter Efficient Knowledge TransferShi Pan, Jianan Chen, Maria Secrier. 605-613 [doi]
• Test-Time Training with Local Contrast-Preserving Copy-Pasted Image for Domain Generalization in Retinal Vessel SegmentationYuliang Gu, Zhichao Sun, Zelong Liu, Yongchao Xu. 614-624 [doi]
• Thread the Needle: Genomics-Guided Prompt-Bridged Attention Model for Survival Prediction of Glioma Based on MRI ImagesYi Zhong, Xubin Zheng, Xiongri Shen, Jiaqi Wang, Leilei Zhao, Zhenxi Song, Zhiguo Zhang. 625-635 [doi]
• Towards Robust Medical Image Referring Segmentation with Incomplete Textual PromptsQijie Wang, Xian Lin, Zengqiang Yan. 636-646 [doi]
• TRRG: Towards Truthful Radiology Report Generation With Cross-Modal Disease Clue Enhanced Large Language ModelsYuhao Wang, Yue Sun, Tao Tan 0002, Chao Hao, Yawen Cui, Xinqi Su, Weicheng Xie 0001, LinLin Shen, Zitong Yu. 647-657 [doi]
• Trustworthy Few-Shot Transfer of Medical VLMs Through Split Conformal PredictionJulio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz. 658-668 [doi]
• Unleashing the Power of LLMs for Medical Video Answer LocalizationJunbin Xiao, Qingyun Li, Yusen Yang, Liang Qiu 0002, Angela Yao. 669-679 [doi]
• Vector-Quantization-Driven Active Learning for Efficient Multi-modal Medical Segmentation with Cross-Modal AssistanceXiaofei Du 0002, Haoran Wang 0009, Manning Wang, Zhijian Song. 680-689 [doi]
• ViTexNet: Vision-Text Guided Dynamic Convolution Network for Medical Image SegmentationRahul Bhardwaj, Utkarsh Yashwant Tambe, Debanga Raj Neog. 690-699 [doi]