Table of Contents

• 2 Tokenizer: Differentiable Multi-Scale Multi-Modal Tokenizer for Radiology Report GenerationSiyou Li, Pengyao Qin, Huanan Wu, Dong Nie, Arun J. Thirunavukarasu, Juntao Yu, Le Zhang. 3-12 [doi]
• A Multi-Branch Framework for Cross-Domain Vessel Segmentation via the Few-Shot ParadigmZihang Huang, Tianyu Zhao 0005, Liang Zhang, Xin Yang 0008. 13-23 [doi]
• Adapting Vision Foundation Models for Real-Time Ultrasound Image SegmentationXiaoran Zhang, Eric Z. Chen, Lin Zhao 0004, Xiao Chen 0013, Yikang Liu 0001, Boris Maihe, James S. Duncan, Terrence Chen, Shanhui Sun. 24-34 [doi]
• Anatomical Structure Few-Shot Detection Utilizing Enhanced Human Anatomy Knowledge in Ultrasound ImagesYing Zhu, Bocheng Liang, Ningshu Li, Lei Zhao, Xi Li, Hao Li, Fengwei Yang, Bin Pu. 35-45 [doi]
• CardiacCLIP: Video-Based CLIP Adaptation for LVEF Prediction in a Few-Shot MannerYao Du, Jiarong Guo, Xiaomeng Li. 46-56 [doi]
• CARE-VL: A Domain-Specialized Vision-Language Model for Early ASD ScreeningCheol-Hwan Yoo, Jang-Hee Yoo, Jaeyoon Jang. 57-66 [doi]
• CellStyle: Improved Zero-Shot Cell Segmentation via Style TransferRüveyda Yilmaz, Zhu Chen, Yuli Wu 0001, Johannes Stegmaier. 67-77 [doi]
• Cervical-RG: Automated Cervical Cancer Report Generation from 3D Multi-sequence MRI via CoT-Guided Hierarchical ExpertsHanwen Zhang, Yu Long, Yimeng Fan, Yu Wang, Zhaoyi Zhan, Sen Wang, Yuncheng Jiang, Rui Sun, Zheng Xing, Zhen Li, Xiaohui Duan, Weibing Zhao. 78-88 [doi]
• Configurable Platform for Biomedical Literature Mining via Multimodal-Driven ExtractionXinpan Yuan, Bozhao Li, Guihu Zhao, Yueming Wang, Liujie Hua, Junhua Kuang, Jianguo Chen, Shaomin Xie, Gan Li. 89-99 [doi]
• ConStyX: Content Style Augmentation for Generalizable Medical Image SegmentationXi Chen, Zhiqiang Shen, Peng Cao 0001, Jinzhu Yang, Osmar R. Zaïane. 100-110 [doi]
• Continual Retinal Vision-Language Pre-training upon Incremental Imaging ModalitiesYuang Yao, Ruiqi Wu, Yi Zhou 0007, Tao Zhou 0002. 111-121 [doi]
• D-CAM: Learning Generalizable Weakly-Supervised Medical Image Segmentation from Domain-Invariant CAMJingjun Yi, Qi Bi, Hao Zheng 0008, Haolan Zhan, Wei Ji 0011, Huimin Huang 0002, Yuexiang Li, Shaoxin Li 0001, Xian Wu 0001, Yefeng Zheng 0001, Feiyue Huang. 122-132 [doi]
• Delving Into Out-of-Distribution Detection with Medical Vision-Language ModelsLie Ju, Sijin Zhou, Yukun Zhou, Huimin Lu 0001, Zhuoting Zhu, Pearse A. Keane, ZongYuan Ge. 133-143 [doi]
• DentEval: Fine-tuning-Free Expert-Aligned Assessment in Dental Education via LLM AgentsXinyu Deng, Vesna Miletic, Elvis Trinh, Jinlong Gao, Chang Xu 0002, Daochang Liu. 144-153 [doi]
• DetectDiffuse: Aggregation- and Attention-Driven Universal Lesion Detection with Multi-scale Diffusion ModelXinyu Li, Danni Ai, Jingfan Fan, Tianyu Fu 0003, Hong Song, Deqiang Xiao, Jian Yang 0009. 154-164 [doi]
• Dynamic Gradient Sparsification Training for Few-Shot Fine-Tuning of CT Lymph Node Segmentation Foundation ModelZihao Luo, Zijun Gao, Wenjun Liao, Shichuan Zhang, Guotai Wang, Xiangde Luo. 165-174 [doi]
• EchoingECG: An Electrocardiogram Cross-Modal Model for Echocardiogram TasksYuan Gao, Sangwook Kim, Chris McIntosh. 175-185 [doi]
• Fair-MoE: Medical Fairness-Oriented Mixture of Experts in Vision-Language ModelsPeiran Wang, Linjie Tong, Jian Wu 0001, Jiaxiang Liu, Zuozhu Liu. 186-196 [doi]
• Geometric-Guided Few-Shot Dental Landmark Detection with Human-Centric Foundation ModelAnbang Wang, Marawan Elbatel, Keyuan Liu, Lizhuo Lin, Meng Lan, Yanqi Yang, Xiaomeng Li. 197-207 [doi]
• Global and Local Vision-Language Alignment for Few-Shot Learning and Few-Shot OOD DetectionJie Yan, Xiaoyuan Guan, Weishi Zheng 0001, Hao Chen 0011, Ruixuan Wang. 208-218 [doi]
• GrInAdapt: Source-Free Multi-target Domain Adaptation for Retinal Vessel SegmentationZixuan Liu 0001, Aaron Honjaya, Yuekai Xu, Yi Zhang, Hefu Pan, Xin Wang 0113, Linda G. Shapiro, Sheng Wang 0012, Ruikang K. Wang. 219-229 [doi]
• Hierarchical Vision-Language Learning for Medical Out-of-Distribution DetectionRunhe Lai, Xinhua Lu, Kanghao Chen, Qichao Chen, Wei-Shi Zheng 0001, Ruixuan Wang. 230-239 [doi]
• HiLa: Hierarchical Vision-Language Collaboration for Cancer Survival PredictionJiaqi Cui, Lu Wen, Yuchen Fei, Bo Liu 0095, Luping Zhou, Dinggang Shen, Yan Wang 0015. 240-250 [doi]
• HyDA: Hypernetworks for Test Time Domain Adaptation in Medical Imaging AnalysisDoron Serebro, Tammy Riklin-Raviv. 251-261 [doi]
• HyperPath: Knowledge-Guided Hyperbolic Semantic Hierarchy Modeling for WSI AnalysisPeixiang Huang, Yanyan Huang, Weiqin Zhao, Junjun He, Lequan Yu. 262-272 [doi]
• Interactive Segmentation and Report Generation for CT ImagesYannian Gu, Wenhui Lei, Hanyu Chen, Shaoting Zhang 0001, Xiaofan Zhang 0002. 273-283 [doi]
• Learning Disease State from Noisy Ordinal Disease Progression LabelsGustav Schmidt, Holger Heidrich, Philipp Berens, Sarah Müller. 284-293 [doi]
• Learning Foundation Models from Multi-organ Medical Images by Capturing Consistency and Diversity of Anatomical StructuresMohammad Reza Hosseinzadeh Taher, Junpyo Hong, Ravi Soni, Gopal Avinash. 294-304 [doi]
• Learning Segmentation from Radiology ReportsPedro R. A. S. Bassi, Wenxuan Li, Jieneng Chen, Zheren Zhu, Tianyu Lin, Sergio Decherchi, Andrea Cavalli, Kang Wang 0004, Yang Yang 0009, Alan L. Yuille, Zongwei Zhou. 305-315 [doi]
• LEAVS: An LLM-Based Labeler for Abdominal CT SupervisionRicardo Bigolin Lanfredi, Yan Zhuang, Mark Finkelstein, Praveen Thoppey Srinivasan Balamuralikrishna, Luke Krembs, Brandon Khoury, Arthi Reddy, Pritam Mukherjee, Neil M. Rofsky, Ronald M. Summers. 316-326 [doi]
• LesionDiffusion: Towards Text-Controlled General Lesion SynthesisWenhui Lei, Hengrui Tian, Linrui Dai, Hanyu Chen, Xiaofan Zhang 0002. 327-336 [doi]
• Leveraging Diffusion Models for Continual Test-Time Adaptation in Fundus Image ClassificationMingsi Liu, Xiang Li 0115, Mengxiang Guo, Lixin Duan, Huihui Fang, Yanwu Xu 0001. 337-347 [doi]
• Location-Guided Automated Lesion Captioning in Whole-Body PET/CT ImagesMingyang Yu, Yaozong Gao, Yiran Shu, Yanbo Chen, Jingyu Liu 0002, Caiwen Jiang, Kaicong Sun, Zhiming Cui, Weifang Zhang, Yiqiang Zhan, Xiang Sean Zhou, Shaonan Zhong, Xinlu Wang, Meixin Zhao, Dinggang Shen. 348-357 [doi]
• MAARTA:Multi-agentic Adaptive Radiology Teaching AssistantAkash Awasthi, Brandon V. Chung, Anh M. Vu, Ngan Le, Rishi Agrawal, Zhigang Deng 0001, Carol C. Wu, Hien Van Nguyen. 358-368 [doi]
• MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-Shot Dermatological AssessmentSiyuan Yan, Xieji li, Ming Hu, Yiwen Jiang, Zhen Yu, ZongYuan Ge. 369-379 [doi]
• MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report GenerationQilong Xing, Zikai Song, Youjia Zhang, Na Feng, Junqing Yu, Wei Yang 0034. 380-390 [doi]
• MedGround-R1: Advancing Medical Image Grounding via Spatial-Semantic Rewarded Group Relative Policy OptimizationHuihui Xu, Yuanpeng Nie, Hualiang Wang, Ying Chen, Wei Li, Junzhi Ning, Lihao Liu, Hongqiu Wang, Lei Zhu, Jiyao Liu, Xiaomeng Li, Junjun He. 391-401 [doi]
• Medical Large Vision Language Models with Multi-image Visual AbilityXikai Yang, Juzheng Miao, Yuchen Yuan, Jiaze Wang, Qi Dou 0001, Jinpeng Li 0004, Pheng-Ann Heng. 402-412 [doi]
• MedPro-DG: Domain-Aware Masked Contrastive Prompt Learning of Institution Generalization for Outcome PredictionRongfang Wang, Jiasheng Chen, Xinlong Zhang, Jing Wang 0022, Hui Liu, Zhiguo Zhou, Kai Wang 0053. 413-422 [doi]
• MOC: Meta-Optimized Classifier for Few-Shot Whole Slide Image ClassificationTianqi Xiang, Yi Li, Qixiang Zhang, Xiaomeng Li. 423-432 [doi]
• Mono-Modalizing Extremely Heterogeneous Multi-modal Medical Image RegistrationKyobin Choo, Hyunkyung Han, Jinyeong Kim, Chanyong Yoon, Seong Jae Hwang. 433-443 [doi]
• Multi-Tube-Voltage vBMD Measurement via Dual-Branch Frequency Balancing and Asymmetric Channel AttentionMengze Zhang, Yali Li, Huishu Yuan, Zhen Qian. 444-454 [doi]
• MVP-LLMs: Optimizing Intervention Timing and Subsequent Decision Support for Mechanical Ventilation Parameter Control Using Large Language ModelsTeqi Hao, Xiaoyu Tan, Bin Li 0091, Xuemin Wang, Chao Qu, Yinghui Xu, Xihe Qiu. 455-464 [doi]
• Neighborhood-Consistent Binary Transformation for Domain-Invariant Chest X-Ray DiagnosisZelong Liu, Huachao Zhu, Zhichao Sun, Yuda Zou, Yuliang Gu, Bo Du 0001, Yongchao Xu. 465-475 [doi]
• Noise-Robust Tuning of SAM for Domain Generalized Ultrasound Image SegmentationZhikai Wei, Chao Wu, Hanyu Du, Rui Yu 0002, Bo Du 0001, Yongchao Xu. 476-486 [doi]
• PedCLIP: A Vision-Language Model for Pediatric X-Rays with Mixture of Body Part ExpertsTa Duc Huy, Abin Shoby, Sen Kim Tran, Yutong Xie 0001, Qi Chen 0014, Phi-Le Nguyen, Akshay Gole, Lingqiao Liu, Antonios Perperidis, Mark Friswell, Rebecca Linke, Andrea Glynn, Minh-Son To, Anton van den Hengel, Johan Verjans, Zhibin Liao, Minh-Hieu Phan. 487-497 [doi]
• PromptReg: Universal Medical Image Registration via Task Prompt Learning and Domain Knowledge TransferHousheng Xie, Xiaoru Gao, Guoyan Zheng. 498-507 [doi]
• RadIR: A Scalable Framework for Multi-grained Medical Image Retrieval via Radiology Report MiningTengfei Zhang, Ziheng Zhao, Chaoyi Wu, Xiao Zhou, Ya Zhang 0002, Yanfeng Wang 0001, Weidi Xie. 508-518 [doi]
• Refining Cervical Cell Classification with Cytological Knowledge and Optimal Attribute Descriptor MatchingManman Fei, Zhenrong Shen 0001, Mengjun Liu, Zhiyun Song, Yusong Sun, Xu Han, Zelin Liu, Haotian Jiang, Lu Bai 0001, Qian Wang 0001, Lichi Zhang. 519-529 [doi]
• Restyled, Tuning, and Alignment: Taming VLMs for Federated Non-IID Medical Image AnalysisShengchao Chen, Ting Shu. 530-540 [doi]
• RetFiner: A Vision-Language Refinement Scheme for Retinal Foundation ModelsRonald Fecso, José Morano, Ursula Schmidt-Erfurth, Hrvoje Bogunovic. 541-551 [doi]
• RRG-DPO: Direct Preference Optimization for Clinically Accurate Radiology Report GenerationHong Liu, Dong Wei 0004, Zhe Xu 0012, Xian Wu 0001, Yefeng Zheng 0001, Liansheng Wang. 552-562 [doi]
• SimCroP: Radiograph Representation Learning with Similarity-Driven Cross-Granularity Pre-trainingRongsheng Wang, Fenghe Tang, Qingsong Yao, Rui Yan 0009, Xu Zhang, Zhen Huang 0007, Haoran Lai, Zhiyang He, Xiaodong Tao, Zihang Jiang, S. Kevin Zhou. 563-573 [doi]
• Source-Free Domain Adaptation for Cross-Modality Cardiac Image Segmentation with Contrastive Class Relationship ConsistencyAo Ma, Qingpeng Zhu, Jingjing Li, Mads Nielsen, Xu Chen. 574-583 [doi]
• SPENet: Self-guided Prototype Enhancement Network for Few-Shot Medical Image SegmentationChao Fan 0001, XiBin Jia, Anqi Xiao, Hongyuan Yu, Zhenghan Yang, Dawei Yang, Hui Xu, Yan Huang 0008, Liang Wang 0001. 584-593 [doi]
• SynPo: Boosting Training-Free Few-Shot Medical Segmentation via High-Quality Negative PromptsYufei Liu, Haoke Xiao, Jiaxing Chai, Yongcun Zhang, Rong Wang, Zijie Meng, Zhiming Luo. 594-603 [doi]
• Text-Driven Multiplanar Visual Interaction for Semi-supervised Medical Image SegmentationKaiwen Huang, Yi Zhou 0007, Huazhu Fu, Yizhe Zhang 0001, Chen Gong 0002, Tao Zhou 0002. 604-613 [doi]
• Treat: A Unified Text-Guided Conditioned Deep Learning Model for Generalized Radiotherapy Treatment PlanningSangwook Kim, Yuan Gao, Thomas G. Purdie, Chris McIntosh. 614-624 [doi]
• UltraAD: Fine-Grained Ultrasound Anomaly Classification via Few-Shot CLIP AdaptationYue Zhou, Yuan Bi, Wenjuan Tong, Wei Wang, Nassir Navab, Zhongliang Jiang. 625-635 [doi]
• UniMRG: Refining Medical Semantic Understanding Across Modalities via LLM-Orchestrated Synergistic EvolutionHongyan Xu 0002, Arcot Sowmya, Ian Katz, Dadong Wang. 636-646 [doi]
• Unleashing Vision Foundation Models for Coronary Artery Segmentation: Parallel ViT-CNN Encoding and Variational FusionCaixia Dong, Duwei Dai, Xinyi Han, Fan Liu, Xu Yang, Zongfang Li, Songhua Xu. 647-657 [doi]
• V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and DiagnosisYuan Wang, Jiaxiang Liu, Shujian Gao, Bin Feng, Zhihang Tang, Xiaotang Gai, Jian Wu 0001, Zuozhu Liu. 658-668 [doi]
• Vision-Amplified Semantic Entropy for Hallucination Detection in Medical Visual Question AnsweringZehui Liao, Shishuai Hu, Ke Zou, Huazhu Fu, Liangli Zhen, Yong Xia 0001. 669-679 [doi]
• [inline-graphic not available: see fulltext]WSI-Agents: A Collaborative Multi-agent System for Multi-modal Whole Slide Image AnalysisXinheng Lyu, Yuci Liang, Wenting Chen, Meidan Ding, Jiaqi Yang, Guolin Huang, Daokun Zhang, Xiangjian He, LinLin Shen. 680-690 [doi]
• Your other Left! Vision-Language Models Fail to Identify Relative Positions in Medical ImagesDaniel Wolf, Heiko Hillenhagen, Billurvan Taskin, Alex Bäuerle, Meinrad Beer, Michael Götz, Timo Ropinski. 691-701 [doi]