Table of Contents

• Adaptive Frame Selection for Gestational Age Estimation from Blind Sweep Fetal Ultrasound VideosTanya Akumu, Marawan Elbatel, Víctor M. Campello, Richard Osuala, Carlos Martín-Isla, Ignacio Valenzuela, Xiaomeng Li 0001, Bishesh Khanal, Karim Lekadir. 3-12 [doi]
• An Anatomical Significance-Aware Architecture for Explainable Myocardial Infarction Prediction via Multi-task LearningJiachuan Peng, Marcel Beetz, Abhirup Banerjee, Min Chen 0001, Vicente Grau. 13-23 [doi]
• Bias and Generalizability of Foundation Models Across Datasets in Breast MammographyElodie Germani, Ilayda Selin Türk, Fatima Zeineddine, Charbel Mourad, Shadi Albarqouni. 24-34 [doi]
• Bridging Knowledge Discrepancy in Retinal Image Analysis Through Federated Multi-task LearningJing Yang 0046, Yuxi Ma, Jin-Gang Yu, Feng Gao, Shuting Yang, Du Cai, Jiacheng Wang 0002, Liansheng Wang. 35-44 [doi]
• Conformal Risk Control for Semantic Uncertainty Quantification in Computed TomographyJacopo Teneggi, J. Webster Stayman, Jeremias Sulam. 45-55 [doi]
• Conservative-Radical Complementary Learning for Class-Incremental Medical Image Analysis with Pre-trained Foundation ModelsXinyao Wu, Zhe Xu 0012, Donghuan Lu, Jinghan Sun, Hong Liu, Sadia Shakil, Jiawei Ma, Yefeng Zheng 0001, Raymond Kai-Yu Tong. 56-66 [doi]
• CoPA: Hierarchical Concept Prompting and Aggregating Network for Explainable DiagnosisYiheng Dong, Yi Lin, Xin Yang. 67-76 [doi]
• CytoSAE: Interpretable Cell Embeddings for HematologyMuhammed Furkan Dasdelen, Hyesu Lim, Michèle Buck, Katharina S. Götze, Carsten Marr, Steffen Schneider 0004. 77-86 [doi]
• DCKAN: A Dual-Coordinate KAN Framework for Fibrous Cap Segmentation on Carotid OCTTonghua Wan, Sihan Liu, Yuxin Cai, Shengcai Chen, Yan Wan, Bo Hu, Wu Qiu. 87-96 [doi]
• Decentralized Noise Handling in Medical Imaging: Encoder-Decoder Based Federated Imputation for Robust TrainingYun-Young Chang, Yeonwoo Noh, Sang-Woong Lee 0001, Minwoo Lee, Wonjong Noh. 97-105 [doi]
• DeepAf: One-Shot Spatiospectral Auto-Focus Model for Digital PathologyYousef Yeganeh, Maximilian Frantzen, Michael Lee, Kun-Hsing Yu, Nassir Navab, Azade Farshad. 106-116 [doi]
• Disentangled and Interpretable Multimodal Attention Fusion for Cancer Survival PredictionAniek Eijpe, Soufyan Lakbir, Melis Erdal Cesur, Sara Pires de Oliveira, Sanne Abeln, Wilson Silva. 117-127 [doi]
• E-BayesSAM: Efficient Bayesian Adaptation of SAM with Self-optimizing KAN-Based Interpretation for Uncertainty-Aware Ultrasonic SegmentationBin Huang, Zhong Liu 0004, Huiying Wen, Bingsheng Huang, Xin Chen 0025, Shuo Li 0001. 128-137 [doi]
• Embedding-Based Federated Data Sharing via Differentially Private Conditional VAEsFrancesco Di Salvo, Hanh Huyen My Nguyen, Christian Ledig. 138-147 [doi]
• Enhancing AI-Assisted Stroke Emergency Triage with Adaptive Uncertainty EstimationShuhua Yang, Tongan Cai, Haomiao Ni, Wenchao Ma, Yuan Xue 0002, Kelvin K. Wong, John Volpi, James Z. Wang 0001, Sharon X. Huang, Stephen T. C. Wong. 148-157 [doi]
• Enhancing Soft Tissue Sarcoma Classification by Mitigating Patient-Specific Bias in Whole Slide ImagesWeiping Lin, Runchen Zhu, Wentai Hou, Jiacheng Wang 0002, Yixuan Lin, Rui Chen, Na Ta, Liansheng Wang. 158-167 [doi]
• Equitable Federated Learning with NCANick Lemke, Mirko Konstantin, Henry John Krumb, John Kalkhof, Jonathan Stieber, Anirban Mukhopadhyay 0003. 168-177 [doi]
• FedWSIDD: Federated Whole Slide Image Classification via Dataset DistillationHaolong Jin, Shenglin Liu, Cong Cong, Qingmin Feng, Yongzhi Liu, Lina Huang, Yingzi Hu. 178-188 [doi]
• Feeling the Stakes: Realism and Ecological Validity in User Research for Computer-Assisted InterventionsSue Min Cho, Winnie Wu, Ethan Kilmer, Russell H. Taylor, Mathias Unberath. 189-197 [doi]
• Fine-Tuning Vision Language Models with Graph-Based Knowledge for Explainable Medical Image AnalysisChenjun Li, Laurin Lux, Alexander H. Berger, Martin J. Menten, Mert R. Sabuncu, Johannes C. Paetzold. 198-207 [doi]
• Flip Distribution Alignment VAE for Multi-phase MRI SynthesisXiaoyan Kui, Qianmu Xiao, Qinsong Li, Zexin Ji, Jielin Zhang, Beiji Zou 0001. 208-218 [doi]
• FOCUS: Feature Replay with Optimized Channel-Consistent Dropout for U-Net Skip-ConnectionsSimon Johannes Joham, Franz Thaler, Arnela Hadzic, Martin Urschler. 219-229 [doi]
• Fusing Radiomic Features with Deep Representations for Gestational Age Estimation in Fetal Ultrasound ImagesFangyijie Wang, Yuan Liang, Sourav Bhattacharjee, Abey Campbell, Kathleen M. Curran, Guénolé C. M. Silvestre. 230-240 [doi]
• GeneMorphFormer: Transformer-Driven Cross-Scale Mapping from Gene Expression to Cortical MorphologyXiao Li, Han Zhang 0002, Qitai Sun, Chenjie Jia, Xiaowei He, Yudan Ren. 241-250 [doi]
• GoCa: Trustworthy Multi-modal RAG with Explicit Thinking Distillation for Reliable Decision-Making in Med-LVLMsPengyu Dai, Yafei Ou, Yuqiao Yang, Ze Jin, Kenji Suzuki 0001. 251-261 [doi]
• GradInvDiff: Stealing Medical Privacy in Federated Learning via Diffusion-Based Gradient InversionZhiyuan Wang, Daisong Gan, Wenzhuo Fang, Yuliang Zhu, Kun Liu. 262-272 [doi]
• High-Order Progressive Trajectory Matching for Medical Image Dataset DistillationLe Dong, Jinghao Bian, Jingyang Hou, Jingliang Hu, Yilei Shi, Weisheng Dong, Xiaoxiang Zhu 0001, Lichao Mou. 273-283 [doi]
• Incorporating Rather Than Eliminating: Achieving Fairness for Skin Disease Diagnosis Through Group-Specific ExpertsGelei Xu, Yuying Duan, Zheyuan Liu 0010, Xueyang Li, Meng Jiang 0001, Michael Lemmon 0001, Wei Jin 0009, Yiyu Shi 0001. 284-294 [doi]
• Interpretable fMRI Captioning via Contrastive LearningVyacheslav Shen, Kassymzhomart Kunanbayev, Donggon Jang, Daeshik Kim. 295-304 [doi]
• IP-CRR: Information Pursuit for Interpretable Classification of Chest Radiology ReportsYuyan Ge, Kwan Ho Ryan Chan, Pablo Messina, René Vidal. 305-315 [doi]
• Latent Motion Profiling for Annotation-Free Cardiac Phase Detection in Adult and Fetal Echocardiography VideosYingyu Yang, Qianye Yang, Kangning Cui, Can Peng, Elena D'Alberti, Netzahualcoyotl Hernandez-Cruz, Olga Patey, Aris T. Papageorghiou, J. Alison Noble. 316-325 [doi]
• LHU-Net: A Lean Hybrid U-Net for Cost-Efficient, High-Performance Volumetric SegmentationYousef Sadegheih, Afshin Bozorgpour, Pratibha Kumari 0001, Reza Azad, Dorit Merhof. 326-336 [doi]
• LLM-Powered Cross-Modal Alignment for Explainable Seizure Detection from EEGMaryam Riazi, Deeksha M. Shama, Archana Venkataraman. 337-347 [doi]
• MAGNET-AD: Multitask Spatiotemporal GNN for Interpretable Prediction of PACC and Conversion Time in Preclinical AlzheimerSalma Hassan, Mostafa Salem, Vijay Ram Papineni, Ayman ElSayed, Mohammad Yaqub. 348-357 [doi]
• Maverick: Collaboration-Free Federated Unlearning for Medical PrivacyWinKent Ong, Chee Seng Chan. 358-368 [doi]
• Med-BiasX: Robust Medical Visual Question Answering with Language BiasesHuanjia Zhu, Yishu Liu, Chengju Zhou, Guangming Lu 0002, Bingzhi Chen. 369-378 [doi]
• MeDi: Metadata-Guided Diffusion Models for Mitigating Biases in Tumor ClassificationDavid Jacob Drexlin, Jonas Dippel, Julius Hense, Niklas Prenißl, Grégoire Montavon, Frederick Klauschen, Klaus-Robert Müller. 379-388 [doi]
• Multi-task Screening for Cervical Diseases via Feature Routing and Asymmetric DistillationHaotian Jiang, Haolin Huang, Jiangdong Cai, Mengjie Xu, Zhenrong Shen 0001, Manman Fei, Xinyu Wang, Lichi Zhang, Qian Wang 0001. 389-398 [doi]
• Mutual Information Regularization for Fairness-Aware Deep Imaging RepresentationsAmir Reza Sadri, Thomas DeSilvio, Satish E. Viswanath. 399-409 [doi]
• NeuroXVocal: Detection and Explanation of Alzheimer's Disease Through Non-Invasive Analysis of Picture-Prompted SpeechNikolaos Ntampakis, Konstantinos I. Diamantaras, Ioanna Chouvarda, Magda Tsolaki, Panagiotis Sarigianndis, Vasileios Argyriou. 410-419 [doi]
• On the Interplay of Human-AI Alignment, Fairness, and Performance Trade-Offs in Medical ImagingHaozhe Luo, Ziyu Zhou, Shelley Zixin Shu, Aurélie Pahud de Mortanges, Robert Berke, Mauricio Reyes 0001. 420-430 [doi]
• One For All: A Unified Approach to Classification and Self-explanationMehdi Naouar, Yannick Vogt, Joschka Boedecker, Gabriel Kalweit, Maria Kalweit. 431-440 [doi]
• Patient-Specific Radiomic Feature Selection with Reconstructed Healthy Persona of Knee MR ImagesYaxi Chen, Simin Ni, Shaheer U. Saeed, Aleksandra Ivanova, Rikin Hargunani, Jie Huang, Chaozong Liu, Yipeng Hu. 441-451 [doi]
• Personalized Federated Side-Tuning for Medical Image ClassificationJiayi Chen, Benteng Ma, Yongsheng Pan, Bin Pu, Hengfei Cui, Yong Xia 0001. 452-462 [doi]
• PRADA: Protecting and Detecting Dataset Abuse for Open-Source Medical DatasetJinhyeok Jang, Hong Joo Lee 0001, Nassir Navab, Seong Tae Kim 0001. 463-473 [doi]
• PRECISE-AS: Personalized Reinforcement Learning for Efficient Point-of-Care Echocardiography in Aortic Stenosis DiagnosisArmin Saadat, Nima Hashemi, Hooman Vaseli, Michael Y. Tsang, Christina Luong 0001, Michiel van de Panne, Teresa S. M. Tsang, Purang Abolmaesumi. 474-484 [doi]
• Privacy Preserving Chest X-Ray Classification in Latent Space with Homomorphically Encrypted Neural InferenceJonghun Kim, Gyeongdeok Jo, Sinyoung Ra, Hyunjin Park. 485-495 [doi]
• ProgreSpine: Inherently Explainable Prototypical Regression for Spine Age EstimationRoozbeh Bazargani, Saqib Basar, Sam Hashemi, Siavash Khallaghi. 496-506 [doi]
• Prototype-Based Multiple Instance Learning for Gigapixel Whole Slide Image ClassificationSusu Sun, Dominique van Midden, Geert Litjens 0001, Christian F. Baumgartner. 507-517 [doi]
• RegScore: Scoring Systems for Regression TasksMichal K. Grzeszczyk, Tomasz Szczepanski, Pawel Renc, Siyeop Yoon, Jerome Charton, Tomasz Trzcinski, Arkadiusz Sitek. 518-528 [doi]
• Revisit the Stability of Vanilla Federated Learning Under Diverse ConditionsYoungjoon Lee, Jinu Gong, Sun Choi, Joonhyuk Kang. 529-538 [doi]
• Risk Estimation of Knee Osteoarthritis Progression via Predictive Multi-task Modelling from Efficient Diffusion Model Using X-Ray ImagesDavid Butler, Adrian Hilton 0001, Gustavo Carneiro 0001. 539-549 [doi]
• Seeing Beyond the Surface: Retinal Thickness Prediction from Color Fundus Photography for DME ManagementWenquan Cheng, Yihua Sun, Jinyuan Wang, Jia Guo, Zihan Li, Zhuhao Wang, Guochen Ning, Yingfeng Zheng, Hongen Liao, Tien Yin Wong, Su Jeong Song. 550-560 [doi]
• Separable Tissue Representations for Attributable Risk PredictionVictor Wåhlstrand Skärström, Jennifer Alvén, Lisa Johansson, Kristian Axelsson, Mattias Lorentzon, Ida Häggström. 561-571 [doi]
• Shuffle-Diversity Collaborative Federated Learning for Imbalanced Medical Image AnalysisWenpeng Gao, Liantao Lan, Yumeng Liu, Ruxin Wang 0001, Xiaomao Fan. 572-582 [doi]
• Spatial Regularisation for Improved Accuracy and Interpretability in Keypoint-Based RegistrationBenjamin Billot, Ramya Muthukrishnan, Esra Abaci Turk, Patricia Ellen Grant, Nicholas Ayache, Hervé Delingette, Polina Golland. 583-593 [doi]
• Subgroup Performance Analysis in Hidden StratificationsAlceu Bissoto, Trung-Dung Hoang, Tim Flühmann, Susu Sun, Christian F. Baumgartner, Lisa M. Koch. 594-603 [doi]
• Temporal Model-Based Federated Active Medical Image ClassificationYunlu Yan, Chun-Mei Feng 0001, Yuexiang Li, Jinheng Xie, Jun Chen, Mohamed Elhoseiny, Ming Hu, Kaishun Wu, Lei Zhu 0003. 604-614 [doi]
• This EEG Looks Like These EEGs: Interpretable Interictal Epileptiform Discharge Detection With ProtoEEG-kNNDennis Tang, Jon Donnelly, Alina Jade Barnett, Lesia Semenova, Jin Jing, Peter Hadar, Ioannis Karakis, Olga Selioutski, Kehan Zhao, M. Brandon Westover, Cynthia Rudin. 615-625 [doi]
• Toward Medical Deepfake Detection: A Comprehensive Dataset and Novel MethodShuaibo Li, Zhaohu Xing, Hongqiu Wang, Pengfei Hao, Xingyu Li, Zekai Liu, Lei Zhu 0003. 626-637 [doi]
• Training-Free Test-Time Improvement for Explainable Medical Image ClassificationHangzhou He, Jiachen Tang, Lei Zhu 0012, Kaiwen Li, Yanye Lu. 638-648 [doi]
• Uncertainty-Supervised Interpretable and Robust Evidential SegmentationYuzhu Li, An Sui, Fuping Wu, Xiahai Zhuang. 649-658 [doi]
• Unraveling Brainstem Deformations in Joubert Syndrome: A Statistical Shape Analysis of MRI-Derived StructuresFrancesca Maccarone, Giorgio Longari, Filippo Arrigoni, Denis Peruzzo, Simone Melzi. 659-669 [doi]
• Variational Visible Layers: A Practical Framework for Uncertainty EstimationZeinab Abboud, Herve Lombaert, Samuel Kadoury. 670-679 [doi]
• X-SiT: Inherently Interpretable Surface Vision Transformers for Dementia DiagnosisFabian Bongratz, Tom Nuno Wolf, Jaume Gual Ramon, Christian Wachinger. 680-690 [doi]