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Towards Multi-Label Concept Bottleneck Models in Medical Imaging: An Exploratory Survey
Berthine Nyunga Mpinda, Mehran Hosseinzadeh, Valay Bundele, Hendrik Lensch
- 11 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
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
- 04 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
PCM-Leukemia: A Large Scale Dataset for Detection and Classification of Acute Leukemia Subtypes
Lin Tun Naing, Apichat Photi-A, Kaung Htet Cho, Matthew N. Dailey, Mongkol Ekpanyapong, Piya Rujkijyanont
- 04 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Detection versus Instance Segmentation for Multi-Species Malaria Diagnosis: A Head-to-Head Comparison and Multi-Dataset Validation of YOLOv12 Architectures with Small Object Optimization
Ahmed Tahiru Issah, Idaya Seidu, Carine Mukamakuza
- 04 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Continual Learning for Histopathology Image Classification in Class Incremental Learning
Yuanyuan Wu, Yu Zhao, Jun Bai, Anca L. Ralescu
- 04 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Multi-site Benchmarking of Deep Learning Models for Intraparenchymal Hemorrhage Segmentation on NCCT
Kaue Tartarotti Nepomuceno Duarte, Abhijot Singh Sidhu, Murilo Costa de Barros, Taha Aslan, Donghao Zhang, Jianhai Zhang, Devansh Bhatt, Brij Karmur, Mohamed AlShamrani, Wu Qiu, Aravind Ganesh, Bijoy Menon
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
A Multicenter Benchmark of Multiple Instance Learning Models for Lymphoma Subtyping from HE-stained Whole Slide Images
Rao Muhammad Umer, Daniel Sens, Jonathan Noll, Christian Matek, Lukas Wolfseher, Rainer Spang, Ralf Huss, Johannes Raffler, Sarah Reinke, Wolfram Klapper, Katja Steiger, Kristina Schwamborn, Carsten Marr
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Virtual-Eyes: Quantitative Validation of a Lung CT Quality-Control Pipeline for Foundation-Model Cancer Risk Prediction
MD ENAMUL HOQ, Linda Larson-Prior, Fred Prior
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Evaluating the Impact of Medical Image Reconstruction on Downstream AI Fairness and Performance
Matteo Wohlrapp, Niklas Bubeck, Daniel Rueckert, William Lotter
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
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, SUMMIT Consortium, Paul Taylor, Daniel C. Alexander, Sam M. Janes, Joseph Jacob
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
UMamba-ProSSL: Self-Supervised Large-Scale Pretraining with Multi-Task UMamba Advances Prostate Cancer Detection in Biparametric MRI
Syed Farhan Abbas, Michael S. Larsen, Arild Strømsvåg, Tone F. Bathen, Frank Lindseth, Gabriel Kiss, Mattijs Elschot
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
On the Stability and Robustness of Vision Transformers for Neurodegenerative Disease Classification
Eloi Navet, Rémi Giraud, Boris Mansencal, Pierrick Coupe
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Can Vision Language Models Track a Heartbeat? A Benchmark on Frame-Level Echocardiogram Understanding
Dingming Liu, Nabil Jabareen, Soeren Lukassen
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
A comprehensive benchmark of graph neural networks, graph kernels, and classical machine learning approaches on rs-fMRI brain graphs
Razan Mhanna, Sophie Achard, Alexander Petersen, Jonas Richiardi
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Parameter-Efficient Fine-Tuning of MedSAM for Prostate and Urethra Segmentation in Brachytherapy TRUS Images
Rucha Bhalchandra Joshi, Eleftherios Papageorgiou, Myrianthi Hadjicharalambous, Yiannis Roussakis, Georgios Anagnostopoulos, Iosif Strouthos, Constantinos Zamboglou, Constantine Dovrolis
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Evaluation of 3D Ultrasound Reconstruction and 2D/3D Segmentation for Neonatal Hip Dysplasia Screening
Wiebke Heyer, Katharina Ott, Christian Weihsbach, Reza Sorbi, Lisa Lange, Anna Hell, Sebastian Lippross, Lasse Hansen, Mattias P Heinrich
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Impact of uncertainty maps on manual editing of rectal cancer segmentation in radiotherapy
Federica Carmen Maruccio, Rita Simoes, Fokie Cnossen, Christian Jamtheim Gustafsson, Sanne Conijn, Alice Couwenberg, Suzan Gerrets - van Noord, Inge de Jong, Vivian van Pelt, Lisa Wiersema, Joëlle E. van Aalst, Jan-Jakob Sonke, Charlotte L. Brouwer, Tomas M. Janssen
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Deep Learning for Liver Disease Stratification: Findings from UKBB MRI
Rami Al-Belmpeisi, Josefine Vilsbøll Sundgaard, Peter Hjørringgaard Larsen, Anders Dahl
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Comparing SAM 2 and SAM 3 for Zero-Shot Segmentation of 3D Medical Data
Satrajit Chakrabarty, Ravi Soni
- 03 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
A Comprehensive Benchmarking and Systematic Analysis of Deep Learning Models for Sonomammogram Segmentation
Malitha Gunawardhana, Norbert Zolek
- 02 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Establishing a Hierarchy of Training Strategies for Data-Scarce Medical Imaging
Arturas Aleksandraus, Anneke Meyer, Milda Pocevičiūtė, Daniel Jönsson, Gabriel Eilertsen, Björn Norell, Jonas Unger
- 02 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
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 Pontoppidan Thyssen, Edwin.Hwu, Gisele Miranda
- 02 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Cross-Domain Validation of a Resection-Trained Self-Supervised Model on Multicentre Mesothelioma Biopsies
Farzaneh Seyedshahi, Francesca Damiola, Sylvie Lantuejoul, Ke Yuan, John Le Quesne
- 01 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
ReX-MLE: The Autonomous Agent Benchmark for Medical Imaging Challenges
Roshan Kenia, Xiaoman Zhang, Pranav Rajpurkar
- 01 Dec 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone
Deep Learning Based Emboli Detection Using Ultrasound Doppler Imaging
Raghava Vinaykanth Mushunuri, Cecilie le Duc Dahl, Elisabeth Krogstad Iversen, Sigrid Dannheim Vik, Martin Letho-Olsen, Hans Torp, Siri Ann Nyrnes, Gabriel Kiss
- 30 Nov 2025 (modified: 15 Dec 2025)
- MIDL 2026 Validation Papers Submission
- Readers: Everyone

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