MIDL 2025
109 papers
A Knowledge-Based Method for Detecting Network-Induced Shape Artifacts in Synthetic Images
Rucha Deshpande, Miguel Lago, Adarsh Subbaswamy, Seyed Kahaki, Jana G Delfino, Aldo Badano, Ghada Zamzmi A Vision Foundation Model for Cataract Surgery Using Joint-Embedding Predictive Architecture
Nisarg A Shah, Mingze Xia, Subhasri Vijay, Shameema Sikder, S. Swaroop Vedula, Vishal M. Patel An Unsupervised Approach for Artifact Severity Scoring in Multi-Contrast MR Images
Savannah Hays, Lianrui Zuo, Blake E. Dewey, Samuel Remedios, Jinwei Zhang, Ellen M. Mowry, Scott D. Newsome, Aaron Carass, Jerry L Prince Anatomy-Guided Multi-Path CycleGAN for Lung CT Kernel Harmonization
Aravind Krishnan, Thomas Li, Lucas Walker Remedios, Kaiwen Xu, Lianrui Zuo, Kim L. Sandler, Fabien Maldonado, Bennett Allan Landman Beyond the Prompt: Deploying Medical Foundation Models on Diverse Chest X-Ray Populations
Louisa Fay, Jean-Benoit Delbrouck, Thomas Küstner, Bin Yang, Noel C Codella, Matthew P. Lungren, Curtis Langlotz, Sergios Gatidis Biologically-Constrained Multi-Label Classification with Learnable Domain Knowledge
Nabil Mouadden, Véronique Vergé, Ahmadreza Arbab, Jean-Baptiste Micol, Elsa Bernard, Aline Renneville, Stergios Christodoulidis, Maria Vakalopoulou Cardiac Computed Tomography Angiography Plane Prediction and Comprehensive LV Segmentation
Davis Marc Vigneault, Ashish Manohar, Abraham Hernandez, Krista Tin Chi Wong, Fanwei Kong, Tea Gegenava, Koen Nieman, Dominik Fleischmann CASC-AI: Consensus-Aware Self-Corrective Learning for Cell Segmentation with Noisy Labels
Ruining Deng, Yihe Yang, David J Pisapia, Benjamin L Liechty, Junchao Zhu, Juming Xiong, Junlin Guo, Zhengyi Lu, Jiacheng Wang, Xing Yao, Runxuan Yu, Rendong Zhang, Gaurav Rudravaram, Mengmeng Yin, Pinaki Sarder, Haichun Yang, Yuankai Huo, Mert R. Sabuncu Contrastive Patient-Level Pretraining Enables Longitudinal and Multimodal Fusion for Lung Cancer Risk Prediction
Thomas Li, Lianrui Zuo, Yihao Liu, Aravind Krishnan, Kim L. Sandler, Thomas A Lasko, Fabien Maldonado, Bennett Allan Landman Curriculum Learning for Language-Guided, Multi-Modal Detection of Various Pathologies
Laurenz Adrian Heidrich, Aditya Rastogi, Priyank Upadhya, Gianluca Brugnara, Martha Foltyn-Dumitru, Benedikt Wiestler, Philipp Vollmuth DAFTED: Decoupled Asymmetric Fusion of Tabular and Echocardiographic Data for Cardiac Hypertension Diagnosis
Jérémie Stym-Popper, Nathan Painchaud, Pierre-Yves Courand, Clément Rambour, Nicolas Thome, Olivier Bernard Effective Disjoint Representational Learning for Anatomical Segmentation
Priya Tomar, Aditya Parikh, Philipp Feodorovici, Jan Arensmeyer, Hanno Matthaei, Christian Bauckhage, Helen Schneider, Rafet Sifa Empirical Analysis of Scaling Vision Foundation Models for Chest X-Rays
Ahmed Al Mahrooqi, Prateek Munjal, Ronnie Rajan, Marco AF Pimentel, Praveenkumar Kanithi Evaluation of Virtual Stain Multiplexed CD68 for Macrophage Detection in NSCLC PD-L1 Slides
Elad Arbel, Oded Ben-David, Itay Remer, Amir Ben-Dor, Daniela Rabkin, Sarit Aviel-Ronen, Frederik Aidt, Tine Hagedorn-Olsen, Lars Jacobsen, Kristopher Kersch, Jim Christian, Quyen Nguyen, Anya Tsalenko Family of Deep Image Prior Networks for Accelerated 3D LGE-MRI Acquisition with Enhanced Reconstruction
Md Hasibul Husain Hisham, Shireen Elhabian, Ganesh Adluru, Andrew Arai, Eugene Kholmovski, Ravi Ranjan, Edward Dibella Federated Class-Heterogeneous Report Labeling with Surgical Aggregation
Nikhil Shah, Pranav Kulkarni, Florence Doo, Ang Li, Michael A. Jacobs, Vishwa Sanjay Parekh FERN: A Fetal Echocardiography Registration Network for 2D-to-3D Alignment
Paula Ramirez Gilliland, David F A Lloyd, Jacqueline Matthew, Reza Razavi, Milou PM Van Poppel, Andrew P. King, Maria Deprez FLAIRBrainSeg: Fine-Grained Brain Segmentation Using FLAIR MRI Only
Le Bot Edern, Rémi Giraud, Boris Mansencal, Thomas Tourdias, Jose V Manjon, Pierrick Coupe GAMBAS: Generalised-Hilbert Mamba for Super-Resolution of Paediatric Ultra-Low-Field MRI
Levente Baljer, Ula Briski, Robert Leech, Niall J Bourke, Kirsten A Donald, Layla E Bradford, Simone R Williams, Sadia Parkar, Sidra Kaleem, Salman Osmani, Sean CL Deoni, Steven CR Williams, Rosalyn J Moran, Emma C. Robinson, František Váša HIEGNet: A Heterogenous Graph Neural Network Including the Immune Environment in Glomeruli Classification
Niklas Kormann, Masoud Ramuz, Zeeshan Nisar, Nadine S. Schaadt, Hendrik Annuth, Benjamin Doerr, Friedrich Feuerhake, Thomas Lampert, Johannes F. Lutzeyer Intelligent Lesion Selection: A Novel Method for Longitudinal Assessment of Breast Cancer Lung Metastases
Melika Qahqaie, Veronika A Zimmer, Eduardo Castaneda, Katariina Peltonen, Joonas Laaksolilja, Juho Lähteenmaa, Tobias Heimann, Andreas Maier, Dominik Neumann Joint Supervised and Self-Supervised Learning for MRI Reconstruction
George Yiasemis, Nikita Moriakov, Clara I. Sánchez, Jan-Jakob Sonke, Jonas Teuwen Learning from a Few Shots: Data-Efficient Cervical Vertebral Maturation Assessment
Helen Schneider, Aditya Parikh, Priya Priya, Maximilian Broß, Tom Verhofstadt, Anna Konermann, Rafet Sifa LOTUS: Latent Outpainting Diffusion Model for Three-Dimensional Ultrasound Stitching
Xing Yao, Runxuan Yu, Nick DiSanto, Ehsan Khodapanah Aghdam, Kanyifeechukwu Jane Oguine, Daiwei Lu, Ange Lou, Jiacheng Wang, Dewei Hu, Gabriel A Arenas, Baris Oguz, Alison Marie Pouch, Nadav Schwartz, Brett Byram, Ipek Oguz MagNet: Multi-Level Attention Graph Network for Predicting High-Resolution Spatial Transcriptomics
Junchao Zhu, Ruining Deng, Tianyuan Yao, Juming Xiong, Chongyu Qu, Junlin Guo, Siqi Lu, Yucheng Tang, Daguang Xu, Mengmeng Yin, Yu Wang, Shilin Zhao, Yaohong Wang, Haichun Yang, Yuankai Huo MAIS: Memory-Attention for Interactive Segmentation
Mauricio Orbes, Oeslle Lucena, Sebastien Ourselin, M. Jorge Cardoso Mapping Functional Language Areas with Non-Functional Brain MRI
Omri Leshem, Atira Sara Bick, Nahum Kiryati, Netta Levin, Arnaldo Mayer MedDelinea: Scalable and Efficient Medical Image Segmentation via Controllable Diffusion Transformers
Gayatri Deshmukh, Onkar Kishor Susladkar, Debesh Jha, Elif Keles, Halil Ertugrul Aktas, Alpay Medetalibeyoglu, Daniela P. Ladner, Amir A. Borhani, Gorkem Durak, Ulas Bagci MedVAE: Efficient Automated Interpretation of Medical Images with Large-Scale Generalizable Autoencoders
Maya Varma, Ashwin Kumar, Rogier Van der Sluijs, Sophie Ostmeier, Louis Blankemeier, Pierre Joseph Marcel Chambon, Christian Bluethgen, Jip Prince, Curtis Langlotz, Akshay S Chaudhari Mesh-Prompted Anatomy Segmentation
Dingjie Su, Yihao Liu, Lianrui Zuo, Benoit Dawant Multi-Centric Comparison of Deep Learning Models for Lesion Detection in Breast MRI
Kai Geißler, Markus Wenzel, Susanne Diekmann, Heinrich von Busch, Robert Grimm, Hans Meine Neural Fields for Tissue Attenuation Curve Reconstruction in Sparsely Sampled Time-Resolved CT
Lucas de Vries, Rudolf Leonardus Mirjam Van Herten, P. Matthijs van der Sluijs, Ivana Isgum, Bart J. Emmer, Charles B.L.M. Majoie, Henk Marquering, Efstratios Gavves Predicting Prostate Cancer Progression During Active Surveillance Using Longitudinal bpMRI Scans and a Multi-Scale Foundation Model
Yifan Wang, Bin Lou, Heinrich von Busch, Robert Grimm, Sanoj Punnen, Dorin Comaniciu, Ali Kamen, Henkjan Huisman, Angela Tong, David Winkel, Tobias Penzkofer, Ivan Shabunin, Moon Hyung Choi, Qingsong Yang, Dieter Szolar, Steven Shea, Fergus Coakley, Mukesh Harisinghani RaDialog: Large Vision-Language Models for X-Ray Reporting and Dialog-Driven Assistance
Chantal Pellegrini, Ege Özsoy, Benjamin Busam, Benedikt Wiestler, Nassir Navab, Matthias Keicher RCSegNeXt: Efficient Multi-Scale ConvNeXt for Rectal Cancer Segmentation from Sagittal MRI Scans
Wang Bo, Ting Xue, Leyang Pan, Dingfu Huang, Yi Xiao, Li Fan, Zaiyi Liu, Shiyuan Liu, S Kevin Zhou Real-Time Breast Lesion Detection in Videos via Spatial-Temporal Feature Aggregation
Chao Qin, Jiale Cao, Fahad Shahbaz Khan, Salman Khan, Huazhu Fu, Ehud Ahissar, Rao Muhammad Anwer Segment Anything for Histopathology
Titus Griebel, Anwai Archit, Constantin Pape SegResMamba: An Efficient Architecture for 3D Medical Image Segmentation
Badhan Kumar Das, Ajay Singh, Saahil Islam, Gengyan Zhao, Andreas Maier Semi-Supervised Skin Lesion Segmentation Under Dual Mask Ensemble with Feature Discrepancy Co-Training
Thanh-Huy Nguyen, Thien Nguyen, Xuan Bach Nguyen, Nguyen Lan Vi Vu, Vinh Quang Dinh, Fabrice Meriaudeau Sequence Models for Continuous Cell Cycle Stage Prediction from Brightfield Images
Louis-Alexandre Leger, Maxine Leonardi, Andrea Salati, Felix Naef, Martin Weigert Staging Liver Fibrosis with Hepatic Perivascular Adipose Tissue as a CT Biomarker
Skylar Chan, Tejas Sudharshan Mathai, Praveen T.S. Balamuralikrishna, Vivek Batheja, Jianfei Liu, Meghan G Lubner, Perry J Pickhardt, Ronald Summers STNAGNN: Data-Driven Spatio-Temporal Brain Connectivity Beyond FC
Jiyao Wang, Nicha C Dvornek, Peiyu Duan, Lawrence H. Staib, Pamela Ventola, James s Duncan Surgical Flow Masked Autoencoder for Event Recognition
Mayar Lotfy Mostafa, Anna Alperovich, Dmitrii Fedotov, Ghazal Ghazaei, Stefan Saur, Azade Farshad, Nassir Navab Synthetic Data Generated from CT Scans for Patient Pose Assessment
Manuel Laufer, Dominik Mairhöfer, Malte Sieren, Hauke Gerdes, Fabio Leal dos Reis, Arpad Bischof, Thomas Käster, Erhardt Barth, Jörg Barkhausen, Thomas Martinetz Unsupervised Cellular Anomaly Detection in Toxicological Histopathology
Saketh Juturu, Geetank Raipuria, Raghav Amaravadi, Aman Srivastava, Malini Roy, Nitin Singhal Vector Representations of Vessel Trees
James Batten, Michiel Schaap, Matthew Sinclair, Ying Bai, Ben Glocker Visual Prompt Engineering for Vision Language Models in Radiology
Stefan Denner, Markus Ralf Bujotzek, Dimitrios Bounias, David Zimmerer, Raphael Stock, Klaus Maier-Hein