MIDL 2026
221 papers
A Deep Learning-Enabled Digital Twin Framework for Fast Online Adaptive Proton Therapy: A Validation Study in a Prostate SBRT Clinical Application
Chih-Wei Chang, Mojtaba Safari, Sri Sai Akkineni, Mingzhe Hu, Keyur D. Shah, Pretesh Patel, Ashesh B. Jani, Greeshma Agasthya, Jun Zhou, Xiaofeng Yang A-ADAPT: Adaptive Intracranial Artery Segmentation with Morphology-Guided Prompts and Difficulty-Aware Learning
Zhiwei Tan, Xin Wang, Meng Wang, Zixuan Liu, Yin Guo, Jiamin Xia, Niranjan Balu, Linda Shapiro, Chun Yuan, Mahmud Mossa-Basha AdaFuse: Adaptive Multimodal Fusion for Lung Cancer Risk Prediction via Reinforcement Learning
Chongyu Qu, Zhengyi Lu, Yuxiang Lai, Thomas Z. Li, Junchao Zhu, Junlin Guo, Juming Xiong, Yanfan Zhu, Yuechen Yang, Allen J. Luna, Kim L. Sandler, Bennett A. Landman, Yuankai Huo Adaptive Inference for Medical Vision Transformers: Token Reduction or Early Exit?
Ji Young Byun, HyunSeo Lee, Jordan Shuff, Rengaraj Venkatesh, Nakul S. Shekhawat, Kunal S. Parikh, Rama Chellappa Algorithms Trained on Normal Chest X-Rays Can Predict Health Insurance Types
Chi-Yu Chen, Rawan Abulibdeh, Arash Asgari, Sebastián Andrés Cajas Ordóñez, Leo Anthony Celi, Deirdre Goode, Hassan Hamidi, Ned McCague, Laleh Seyyed-Kalantari, Thomas Sounack, Po-Chih Kuo Aloe-Vision: Robust Vision-Language Models for Healthcare
Jaume Guasch-Martí, Enrique Lopez-Cuena, Martín Suárez-Fernández, Jordi Bayarri-Planas, Anna Arias-Duart, Dario Garcia-Gasulla Anatomical Longitudinal Cortical Surface Registration
Aakash Saboo, Ashleigh Davies, Nashira Baena, Kaili Liang, Jiaxin Xiao, Yourong Guo, Renato Basenczi, Jonathan O’Muircheartaigh, Emma Robinson Anatomy-Grounded Weakly Supervised Prompt Tuning for Chest X-Ray Latent Diffusion Models
Konstantinos Vilouras, Ilias Stogiannidis, Junyu Yan, Alison Q. Smithard, Sotirios A. Tsaftaris Attention-to-Survival: Multimodal Fracture Risk Prediction Based on Pelvic Radiographs and Clinical Data from the Study of Osteoporotic Fractures
Niklas C. Koser, Marten J. Finck, Silja Janßen, Coenraad Mouton, Li-Y. Lui, Steven R. Cummings, Kevin Köser, Jan-B. Hövener, Sören Pirk, Claus-C. Glüer Automated Quality Assessment of Blind Sweep Obstetric Ultrasound for Improved Diagnosis
Prasiddha Bhandari, Kanchan Poudel, Nishant Luitel, Bishram Acharya, Angelina Ghimire, Tyler Wellman, Kilian Koepsell, Pradeep Raj Regmi, Bishesh Khanal BETA: Resting-State fMRI Biotypes for tDCS Efficacy in Anxiety Among Older Adults at Risk for Alzheimer’s Disease
Skylar E. Stolte, Junfu Cheng, Chintan Acharya, Lin Gu, Andrew O’Shea, Aprinda Indahlastari, Adam J. Woods, Ruogu Fang Beyond Machine Interpretation: Learning from Expert Over-Reads Improves ECG Diagnosis
Sunwoo Kwak, Fengbei Liu, Nusrat B. Nizam, Ilan Richter, Nir Uriel, Peter M. Okin, Mert R. Sabuncu Brain Tumor Growth Inversion via Differentiable Neural Surrogates
Jonas Weidner, Lucas Zimmer, Ivan Ezhov, Michal Balcerak, Björn Menze, Daniel Rückert, Benedikt Wiestler BTReport: A Framework for Brain Tumor Radiology Report Generation with Clinically Relevant Features
Juampablo E. Heras Rivera, Dickson T. Chen, Tianyi Ren, Daniel K. Low, Jacob Ruzevick, Asma Ben Abacha, Alberto Santamaria-Pang, Mehmet Kurt Calibration-Aware Semi-Supervised Fetal Head Segmentation with Boundary-Positive Contrast
Ufaq Khan, Umair Nawaz, Tajamul Ashraf, Tausifa Jan Saleem, Massimo Caputo, Srinivas Ananth Narayan, Muhammad Bilal, Junaid Qadir, Muhammad Haris Can You Trust Your Model? Constructing Uncertainty Approximations Guaranteeing Validity of Glioma Segmentation Explanations
Tianyi Ren, Daniel Low, Rachel Xiang, Pittra Jaengprajak, Juampablo Heras Rivera, Riley Olson, Jacob Ruzevick, Mehmet Kurt CardAIc-Agents: A Multimodal Framework with Hierarchical Adaptation for Cardiac Care Support
Yuting Zhang, Karina V. Bunting, Asgher Champsi, Xiaoxia Wang, Wenqi Lu, Alexander Thorley, Sandeep S Hothi, Zhaowen Qiu, Baturalp Buyukates, Dipak Kotecha, Jinming Duan CARE: Confidence-Aware Ratio Estimation for Medical Biomarkers
Jiameng Li, Teodora Popordanoska, Aleksei Tiulpin, Sebastian G. Gruber, Frederik Maes, Matthew B. Blaschko CatVLM: Enhancing Temporal Understanding in Cataract Surgery Videos with Boundary-Aware VLM
Jay N. Paranjape, Nisarg Shah, Nanthini Narayanan, Shameema Sikder, S. Swaroop Vedula, Vishal M. Patel Chronological Contrastive Learning: Few-Shot Progression Assessment in Irreversible Diseases
Clemens Watzenböck, Daniel Aletaha, Michaël Deman, Thomas Deimel, Jana Eder, Ivana Janı́čková, Robert Janiczek, Peter Mandl, Philipp Seeböck, Gabriela Supp, Paul Weiser, Georg Langs Conditional Learned Reconstruction for Medical Imaging
Nikita Moriakov, George Yiasemis, Jan-Jakob Sonke, Jonas Teuwen ConStruct: Structural Distillation of Foundation Models for Prototype-Based Weakly Supervised Histopathology Segmentation
Khang Le, Ha Thach, Anh M. Vu, Trang T. K. Vo, Han H. Huynh, David Yang, Minh H. N. Le, Thanh-Huy Nguyen, Akash Awasthi, Chandra Mohan, Zhu Han, Hien Van Nguyen Context-Aware Patch Representations for Multiple Instance Learning
Andreas Lolos, Theofilos Christodoulou, Aris L. Moustakas, Stergios Christodoulidis, Maria Vakalopoulou Cross-Domain Semi-Supervised Organ Detection
Nian Li, Morteza Ghahremani, Bailiang Jian, Pascual Tejero Cervera, Benedikt Wiestler, Marcus Makowski, Christian Wachinger CrossPan: A Comprehensive Benchmark for Cross-Sequence Pancreas MRI Segmentation and Generalization
Linkai Peng, Cuiling Sun, Zheyuan Zhang, Wanying Dou, Halil Ertugrul Aktas, Andrea M Bejar, Elif Keles, Tamas Gonda, Michael B Wallace, Zongwei Zhou, Gorkem Durak, Rajesh N Keswani, Ulas Bagci CSVR: Combined Surface and Volume Registration for Neonatal Brain MRI
Saga N.B. Masui, Yourong Guo, Mohamed A. Suliman, Mattias P. Heinrich, Nashira Baena, Irina Grigorescu, Logan Z. J. Williams, Ashleigh Davies, Vanessa Kyriakopoulou, Gráinne McAlonan, Jonathan O’Muircheartaigh, Emma C. Robinson CyclePhase: Robust Phase Detection in Cardiovascular Imaging Through Cyclic Motion Estimation
Soufiane Ben Haddou, Rudolf L. M. van Herten, Connie R. Bezzina, R. Nils Planken, Joost Daemen, Jolanda J. Wentzel, José P. Henriques, Ivana Išgum Decoupling Vision and Reasoning: A Data-Efficient Pipeline for Surgical VQA
Mohamed Hamdy, Fatmaelzahraa Ali Ahmed, Muraam Abdel-Ghani, Muhammad Arsalan, Ponnuthurai Nagaratnam Suganthan, Khalid Al-Jalham, Abdulaziz Al-Ali, Shidin Balakrishnan Deep Learning Based Emboli Detection Using Ultrasound Doppler Imaging
Raghava Vinaykanth Mushunuri, Cecilie Le Duc Dahl, Elisabeth Krogstad Iversen, Sigrid Dannheim Vik, Martin Leth-Olsen, Hans Torp, Siri Ann Nyrnes, Gabriel Kiss Deep Learning for Liver Disease Stratification: Findings from UKBB MRI
Rami Al-Belmpeisi, Josefine Vilsb ll Sundgaard, Peter Hj rringgaard Larsen, Anders Bjorholm Dahl Democratising Pathology Co-Pilots: An Open Pipeline and Dataset for Whole-Slide Vision-Language Modelling
Sander Moonemans, Sebastiaan Ram, Frédérique Meeuwsen, Carlijn Lems, Jeroen van der Laak, Geert Litjens, Francesco Ciompi Detector-in-the-Loop Tracking: Active Memory Rectification for Stable Glottic Opening Localization
Huayu Wang, Bahaa Alattar, Cheng-Yen Yang, Hsiang-Wei Huang, Jung Heon Kim, Linda Shapiro, Nathan White, Jenq-Neng Hwang DIST-CLIP: Arbitrary Metadata and Image Guided MRI Harmonization via Disentangled Anatomy-Contrast Representations
Mehmet Yigit Avci, Pedro Borges, Virginia Fernandez, Paul Wright, Mehmet Yigitsoy, Sebastien Ourselin, Jorge Cardoso DTC-WSI: Dynamic Token Compression for Whole-Slide Images
Tawsifur Rahman, Aliasghar Tarkhan, Rama Chellappa, Alexander S. Baras Evaluation of 3D Ultrasound Reconstruction and 2D/3D Segmentation for Neonatal Hip Dysplasia Screening
Wiebke Heyer, Katharina Ott, Christian Weihsbach, Reza Sorbi, Lisa Lange, Jürgen Lichtenstein, Anna Hell, Sebastian Lippross, Lasse Hansen, Mattias P. Heinrich Explainable HCC Diagnosis on Dynamic Contrast-Enhanced MRI with a Li-RADS Concept Bottleneck
Killian Monnin, Patrick Jeltsch, Lucia Fernandes-Mendes, Vasco Cazzagon, Murat Yüce, Vivek Yadav, Mario Jreige, Marianna Gulizia, Montserrat Fraga Christinet, Raphaël Girardet, Clarisse Dromain, Bachir Taouli, Naïk Vietti-Violi, Jonas Richiardi Explainable Pathomics Feature Visualization via Correlation-Aware Conditional Feature Editing
Yuechen Yang, Junlin Guo, Ruining Deng, Junchao Zhu, Zhengyi Lu, Chongyu Qu, Yanfan Zhu, Xingyi Guo, Yu Wang, Shilin Zhao, Haichun Yang, Yuankai Huo Exploring Entropy-Based Active Learning for Fair Brain Segmentation
Ghazal Danaee, Mélanie Gaillochet, Christian Desrosiers, Hervé Lombaert, Sylvain Bouix Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections
Max Kirchner, Alexander C. Jenke, Sebastian Bodenstedt, Fiona R. Kolbinger, Oliver L. Saldanha, Jakob N. Kather, Martin Wagner, Stefanie Speidel Flow Matching for 3D Craniofacial Skeletal Data Generation
Giacomo Melacini, Stefano Mazzocchetti, Giuseppe Lisanti, Luigi Di Stefano, Samuele Salti From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis
Alexander Weers, Alexander H. Berger, Laurin Lux, Peter Schüffler, Daniel Rueckert, Johannes C. Paetzold Generalizing Abstention for Noise-Robust Learning in Medical Image Segmentation
Wesam Moustafa, Hossam Elsafty, Helen Schneider, Lorenz Sparrenberg, Rafet Sifa Generating Post-Acetazolamide Cerebral Blood Flow MRI for High-Risk Stroke Patients
Rydham Goyal, Camila Gonzalez, Sasha Alexander, Aja Zou, Michael E Moseley, Moss Y Zhao, Gary K Steinberg Geometry-Aware Cardiac MRI Representation Learning with Equivariant Neural Fields
Jesse L. Wiers, David R. Wessels, Lukas P.A. Arts, Samuel Ruiperez-Campillo, Maarten Z.H. Kolk, Fleur V.Y. Tjong, Erik J. Bekkers Guideline-Informed MLLM Reasoning for Pathology-Aware Postoperative Prostate CTV Segmentation
Yinhao Wu, Hengrui Zhao, Haiqing Li, Wenliang Zhong, Hehuan Ma, Yuzhi Guo, Dan Nguyen, Daniel Yang, Steve Jiang, Junzhou Huang Harmonizing MR Images Across 100+ Scanners: Multi-Site Validation with Traveling Subjects and Real-World Protocols
Savannah P. Hays, Lianrui Zuo, Muhammad Faizyab Ali Chaudhary, Kathleen M. Bartz, Samuel W. Remedios, Jinwei Zhang, Jiachen Zhuo, Murat Bilgel, Shiv Saidha, Ellen M. Mowry, Scott D. Newsome, Jerry L. Prince, Blake E. Dewey, Aaron Carass Heterogeneous Aligned Fusion for Survival Classification with Missing Modalities
Zheng Zheng, Yuzhi Guo, Xiao Hu, Yuwei Miao, Hehuan Ma, Jean Gao, Junzhou Huang Heteroscedastic Heatmap Regression for Reliable Pectoral Muscle Segmentation in Mammography
Paul Zech, Christian Hümmer, Benjamin El-Zein, Christopher Syben, Ludwig Ritschl, Steffen Kappler, Sebastian Stober Hide-and-Seek Attribution: Weakly Supervised Segmentation of Vertebral Metastases in CT
Matan Atad, Alexander W. Marka, Lisa Steinhelfer, Anna Curto-Vilalta, Yannik Leonhardt, Sarah C. Foreman, Anna-Sophia Walburga Dietrich, Robert Graf, Alexandra S. Gersing, Bjoern Menze, Daniel Rueckert, Jan S. Kirschke, Hendrik Moeller Hyperbolic U-Net for Robust Medical Image Segmentation
Swasti S. Mishra, Max van Spengler, Erwin Berkhout, Pascal Mettes HyperCT: Low-Rank Hypernet for Unified Chest CT Analysis
Fengbei Liu, Sunwoo Kwak, Hao Phung, Nusrat Binta Nizam, Ilan Richter, Nir Uriel, Hadar Averbuch-Elor, Deborah Estrin, Mert R. Sabuncu Impact of Uncertainty Maps on Manual Editing of Rectal Cancer Segmentation in Radiotherapy
Federica Carmen Maruccio, Rita Simões, Fokie Cnossen, Christian Jamtheim Gustafsson, Sanne Conijn, Alice Couwenberg, Suzan Gerrets-van Noord, Inge de Jong, Vivian van Pelt, Lisa Wiersema, Joëlle van Aalst, Jan-Jakob Sonke, Charlotte L. Brouwer, Tomas Janssen Learning Robust Medical Image Segmentation with Inductive Bias
Shrajan Bhandary, Dejan Kuhn, Zahra Babaiee, Tobias Fechter, Anca-Ligia Grosu, Radu Grosu Lesion-Aware Reconstruction with Principal Network: Enhancing Pseudo-Label Reliability in Semi-Supervised Clinical Lesion Detection
Shiwan Di, Jupeng Li, Yuxuan Yang, Qian Jin, Guorui An, Jingwen Yang, Yue Wang, Yong Guo, Xinyue Zhang, Ruohan Ma, Gang Li MApLe: Multi-Instance Alignment of Diagnostic Reports and Large Medical Images
Felicia Bader, Philipp Seeböck, Anastasia Bartashova, Ulrike Attenberger, Georg Langs MASC: Metal-Aware Sampling and Correction via Reinforcement Learning for Accelerated MRI
Zhengyi Lu, Ming Lu, Chongyu Qu, Junchao Zhu, Junlin Guo, Marilyn Lionts, Yanfan Zhu, Yuechen Yang, Tianyuan Yao, Jayasai Rajagopal, Bennett Allan Landman, Xiao Wang, Xinqiang Yan, Yuankai Huo MCMA-Net++: Topology-Aware and Graph-Driven Glioma Segmentation in 3D MRI
Jihan Alameddin, Céline Thomarat, Rémy Guillevin, Christine Fernandez-Maloigne, Carole Guillevin MedFuncta: A Unified Framework for Learning Efficient Medical Neural Fields
Paul Friedrich, Florentin Bieder, Julian McGinnis, Julia Wolleb, Daniel Rueckert, Philippe C. Cattin MetaVoxel: Joint Diffusion Modeling of Imaging and Clinical Metadata
Yihao Liu, Chenyu Gao, Lianrui Zuo, Michael E. Kim, Brian D. Boyd, Lisa L. Barnes, Walter A. Kukull, Lori L. Beason-Held, Susan M. Resnick, Timothy J. Hohman, Warren D. Taylor, Bennett A. Landman MGMT Promoter Methylation Prediction in Glioblastoma Using 3D CNNs with Advanced MRI Sequences
Tran Nguyen Tuan Minh, Quang Hien Kha, Viet Huan Le, Matthew Chin Heng Chua, Nguyen Quoc Khanh Le MID-POSE: Multi-Instrument Detection and Pose Estimation in Endoscopic Surgery
Wenhua Wei, Laurent Mennillo, Zhehua Mao, Anjana Wijekoon, Kendall Feeny, Danyal Zaman Khan, Evangelos B. Mazomenos, Danail Stoyanov, Hani J. Marcus, Sophia Bano Multi-Site Benchmarking of Deep Learning Models for Intraparenchymal Hemorrhage Segmentation on NCCT
Kauê T N Duarte, Abhijot S Sidhu, Murilo C Barros, Taha Aslan, Donghao Zhang, Jianhai Zhang, Devansh Bhatt, Brij Karmur, Mohamed AlShamrani, Wu Qiu, Aravind Ganesh, Bijoy K Menon Multicenter Morphometric Analysis of Stratum Corneum Nanotexture for Skin Barrier Assessment
Jen-Hung Wang, Chia-Yu Chu, Felipe Colombelli, Ching-Wen Du, Maria Oberländer Christensen, Jorge Pereda, Ivone Jakasa, Sanja Kezic, Jacob P. Thyssen, Edwin En-Te Hwu, Gisele Miranda Multimodal Assessment of Pancreatic Cancer Resectability Using Deep Learning
Vincent Ochs, Christoph Kuemmerli, Florentin Bieder, Julia Wolleb, Joël L. Lavanchy, Julia Ruppel, Jan Liechti, Stephanie Taha-Mehlitz, Christian Andreas Nebiker, Beat Müller, Giuseppe Kito Fusai, Joerg-Matthias Pollok, Anas Taha, Philippe C. Cattin, Sebastian Staubli nnLandmark: A Self-Configuring Method for 3D Medical Landmark Detection
Alexandra Ertl, Stefan Denner, Robin Peretzke, Shuhan Xiao, David Zimmerer, Maximilian Fischer, Markus Bujotzek, Xin Yang, Peter Neher, Fabian Isensee, Klaus H. Maier-Hein Non-Invasive Estimation of Haemodynamic Parameters in Pulmonary Hypertension — A Deep Learning Approach Integrating All B-Mode Cine Loops in an Echocardiographic Exam
Li-Hsin Cheng, Samer Alabed, Athanasios Charalampopoulos, Ze Ming Goh, Abdul Hameed, Eduard Holman, David G. Kiely, Mahan Salehi, Andrew J. Swift, Rob J. van der Geest Orientation Normalization of Multi-Stain Skin Tissue Cross-Sections
Ema Topolnjak, Evi Paulides, Willeke A. M. Blokx, Mitko Veta, Ruben T. Lucassen Orientation-Aware Diffusion Super-Resolution for 3t-like Fetal MRI from Routine 1.5t Scans
Xinliu Zhong, Ruiying Liu, Guohao Lin, Chuan Huang, Adam Ezra Goldman-Yassen, Amy Robben Mehollin-Ray, Yun Wang PAGET: Hierarchical Multi-Teacher Knowledge Distillation for Comprehensive Tumor Microenvironment Segmentation
Daisuke Komura, Maki Takao, Mieko Ochi, Takumi Onoyama, Hiroto Katoh, Hiroyuki Abe, Hiroyuki Sano, Teppei Konishi, Toshio Kumasaka, Tomoyuki Yokose, Yohei Miyagi, Tetsuo Ushiku, Shumpei Ishikawa Probabilistic Feature Imputation and Uncertainty-Aware Multimodal Federated Aggregation
Nafis Fuad Shahid, Maroof Ahmed, Md Akib Haider, Saidur Rahman Sagor, Aashnan Rahman, Md Azam Hossain Quantitative Pose-Based Analysis of Movement Disorders in Pediatric NGLY1 and SLC13A5 Patients
Chengliang Dai, Phil Scordis, Prathyusha Teeyagura, Rayann M. Solidum, Jeff Broderick, Julia Broderick, Jane Broderick, Brenda E. Porter RadVLM-GRPO: Enhancing Chest X-Ray Report Generation and Visual Grounding via Reinforcement Learning
Benjamin Gundersen, Nicolas Deperrois, Samuel Ruiperez-Campillo, Thomas M. Sutter, Julia E. Vogt, Michael Moor, Farhad Nooralahzadeh, Michael Krauthammer Real-Time Novel-View Freehand Ultrasound Imaging via Point-Cloud Rendering and Diffusion-Bridge Completion
Hanrui Shi, Boris Mailhé, Zheyuan Zhang, Yikang Liu, Xiao Chen, Ankush Mukherjee, Terrence Chen, Shanhui Sun ResGAT: A Residual Graph Attention Network for Cancer Subtype Classification in Whole Slide Images
Zhenhan Lin, Hao Tong, Yunfei Hu, Xianyong Gui, Jeanne Shen, Byrne Lee, Lu Zhang, Daniel Moyer, Mu Zhou, Xin Maizie Zhou, Konstantinos Votanopoulos RNCA: Self-Repairing Segmentation Masks
Malte Silbernagel, Albert Alonso, Jens Petersen, Bulat Ibragimov, Marleen de Bruijne, Madeleine K. Wyburd Scalable Detection of Undiagnosed ILD in Population Screening: A Multi-Cohort Study Using 3D Foundation Models
Niccolò McConnell, Mehran Azimbagirad, Daryl O. Cheng, Daisuke Yamada, Ryoko Egashira, Robert Chapman, John McCabe, Shanshan Wang, David Lynch, Greg Kinney, Pardeep Vasudev, Paul Taylor, Daniel C. Alexander, Sam M. Janes, Joseph Jacob SCR$^2$-ST: Combine Single Cell with Spatial Transcriptomics for Efficient Active Sampling via Reinforcement Learning
Junchao Zhu, Ruining Deng, Junlin Guo, Tianyuan Yao, Chongyu Qu, Juming Xiong, Siqi Lu, Zhengyi Lu, Yanfan Zhu, Marilyn Lionts, Yuechen Yang, Yalin Zheng, Yu Wang, Shilin Zhao, Haichun Yang, Yuankai Huo SEG4SEG: Identifying Systematic Failure Modes in Segmentation by Subgroup Discovery Methods
Nina Weng, Eike Petersen, Alceu Bissoto, Susu Sun, Lisa M. Koch, Aasa Feragen, Siavash Bigdeli, Christian F. Baumgartner SegMaST: Mamba-Based Spatio-Temporal Modeling to Improve Longitudinal Disease Detection and Segmentation
Aswathi Varma, Jonas Weidner, Laurin Lux, Cosmin Bercea, Mark Mühlau, Jan Kirschke, Benedikt Wiestler, Daniel Rueckert Semi-Synthetic Localization Datasets for Radiological Findings on Chest X-Rays
Andrea Posada, Johannes Brandt, Friederike Jungmann, Maria Posada, Daniel Rueckert, Martin J. Menten, Felix Meissen, Philip Müller Sparse Subspace Diffusion Model for Physically Consistent Accelerated MRI Reconstruction
Xiangyao Deng, Zhiqiang Shen, Sanuwani Dayarathna, Juan P. Meneses, Sergio Uribe, Zhaolin Chen SuD-CoTAN: Sulcal Depth-Guided Anatomically Consistent Fetal Cortical Surface Reconstruction
Irina Grigorescu, Jiaxin Xiao, Yourong Guo, Vanessa Kyriakopoulou, Alena Uus, Vyacheslav Karolis, Kaili Liang, Mohamed A. Suliman, Qiang Ma, Daniel Rueckert, Bernhard Kainz, A. David Edwards, Joseph V. Hajnal, Mary Rutherford, Maria Deprez, Emma C. Robinson Synthetic Vasculature and Pathology Enhance Vision-Language Model Reasoning
Chenjun Li, Cheng Wan, Laurin Lux, Alexander H. Berger, Richard B. Rosen, Martin J. Menten, Johannes C. Paetzold TAP-CT: 3D Task-Agnostic Pretraining of Computed Tomography Foundation Models
Tim Veenboer, George Yiasemis, Eric Marcus, Vivien van Veldhuizen, Cees G. M. Snoek, Jonas Teuwen, Kevin B. W. Groot Lipman Temporal Memory Enhancement for Semantic Segmentation in Surgical Video
Zheyao Gao, Qian Wu, Yueyao Chen, Cheng Chen, Hon Chi Yip, Winnie Chiu Wing Chu, Qi Dou Test-Time Scaling in Clinical Decision Making
Ji Young Byun, Young-Jin Park, Navid Azizan, Rama Chellappa Testing the Trust: Verification and Validation of Bayesian Segmentation Under Uncertainty
Giuseppina Carannante, Nidhal C. Bouaynaya, Dimah Dera, Hassan M. Fathallah-Shaykh, Ghulam Rasool Topological-Aware Regularization for Semi-Supervised Intracranial Aneurysm Vessel Segmentation
Feiyang Xiao, Yichi Zhang, Xigui Li, Yuanye Zhou, Chen Jiang, Xin Guo, Limei Han, Yuxin Li, Fengping Zhu, Yuan Cheng Towards Effective Surgical Representation Learning with DINO Models
Ronald L.P.D. de Jong, Yiping Li, Tim J.M. Jaspers, Romy C. van Jaarsveld, Gino M. Kuiper, Franco Badaloni, Richard van Hillegersberg, Jelle P. Ruurda, Fons van der Sommen, Josien P.W. Pluim, Marcel Breeuwer TTT-UNet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation
Rong Zhou, Zhengqing Yuan, Zhiling Yan, Weixiang Sun, Kai Zhang, Yiwei Li, Yanfang Ye, Xiang Li, Lichao Sun, Lifang He Ultra-ECP: Ellipse-Constrained and Point-Robust Foundation Model Adaptation for Fetal Cardiac Ultrasound Segmentation
Minh H. N. Le, Khanh T. Q. Le, Tuan Vinh, Thanh-Huy Nguyen, Han H. Huynh, Khoa D. Pham, Anh Mai Vu, Hien Q. Kha, Phat K. Nguyen, Ulas Bagci, Min Xu, Carl Yang, Phat K. Huynh, Nguyen Quoc Khanh Le UltraG-Ray: Physics-Based Gaussian Ray Casting for Novel Ultrasound View Synthesis
Felix Duelmer, Jakob Klaushofer, Magdalena Wysocki, Nassir Navab, Mohammad Farid Azampour UnEBOLT: A Unified Model for EEG-to-BOLD Translation and Functional Connectivity Reconstruction
Yamin Li, Ange Lou, Chang Li, Shiyu Wang, Haatef Pourmotabbed, Ziyuan Xu, Shengchao Zhang, Dario J. Englot, Soheil Kolouri, Daniel Moyer, Roza G. Bayrak, Catie Chang Unpaired Multimodal Learning for Biological Datasets
Zongliang Ji, Cian Eastwood, Anna Goldenberg, Paul Pu Liang, Jason Hartford, Rahul G. Krishnan, Emmanuel Noutahi Vesselpose: Vessel Graph Reconstruction from Learned Voxel-Wise Direction Vectors in 3D Vascular Images
Rajalakshmi Palaniappan, Christoph Karg, Nemesio Navarro-Arambula, Peter Hirsch, Dagmar Kainmueller, Lisa Mais VFMStitch: A Vision-Foundation-Model Empowered Framework for 3D Ultrasound Stitching via Geometric–Semantic Feature Fusion
Xing Yao, Nick DiSanto, Runxuan Yu, Jiacheng Wang, Daiwei Lu, Gabriel Arenas, Baris Oguz, Alison Pouch, Nadav Schwartz, Brett C Byram, Ipek Oguz Weight Space Correlation Analysis: Quantifying Feature Utilization in Deep Learning Models
Chun Kit Wong, Paraskevas Pegios, Nina Weng, Emilie Pi Fogtmann Sejer, Martin Grønnebæk Tolsgaard, Anders Nymark Christensen, Aasa Feragen What Fine-Tuning Changes: A Radiomic Lens on Prostate Foundation Model Representations
Yipei Wang, Yaxi Chen, Wen Yan, Natasha Thorley, Alexander Ng, Dean C. Barratt, Daniel C. Alexander, Shonit Punwani, Mark Emberton, Veeru Kasivisvanathan, Yipeng Hu X-Cardia: Phenotype-Guided Cross-Modal Alignment for Opportunistic Cardiac Screening on Routine Chest CT
Nusrat Binta Nizam, Fengbei Liu, Sunwoo Kwak, Ilan Richter, Jayant K Raikhelkar, Ashley Beecy, Nir Uriel, Deborah Estrin, Mert R Sabuncu