Papers
Multi-site Benchmarking of Deep Learning Models for Intraparenchymal Hemorrhage Segmentation on NCCT
Kauê T N Duarte, Abhijot S Sidhu, Murilo C Barros et al.
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
Evaluating the Impact of Medical Image Reconstruction on Downstream AI Fairness and Performance
Matteo Wohlrapp, Niklas Bubeck, Daniel Rueckert et al.
Scalable Detection of Undiagnosed ILD in Population Screening: A Multi-Cohort Study using 3D Foundation Models
Niccolò McConnell, Mehran Azimbagirad, Daryl O. Cheng et al.
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 et al.
On the Stability and Robustness of Vision Transformers for Neurodegenerative Disease Classification
Eloi Navet, Rémi Giraud, Boris Mansencal et al.
Can Vision Language Models Track a Heartbeat? A Benchmark on Frame-Level Echocardiogram Understanding
Dingming Liu, Nabil Jabareen, Soeren Lukassen
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 et al.
Evaluation of 3D Ultrasound Reconstruction and 2D/3D Segmentation for Neonatal Hip Dysplasia Screening
Wiebke Heyer, Katharina Ott, Christian Weihsbach et al.
Impact of uncertainty maps on manual editing of rectal cancer segmentation in radiotherapy
Federica Carmen Maruccio, Rita Simões, Fokie Cnossen et al.
Deep Learning for Liver Disease Stratification: Findings from UKBB MRI
Rami Al-Belmpeisi, Josefine Vilsb ll Sundgaard, Peter Hj rringgaard Larsen et al.
Comparing SAM 2 and SAM 3 for Zero-Shot Segmentation of 3D Medical Data
Satrajit Chakrabarty, Ravi Soni
A Comprehensive Benchmarking and Systematic Analysis of Deep Learning Models for Sonomammogram Segmentation
Malitha Gunawardhana, Norbert Zolek
Multicenter Morphometric Analysis of Stratum Corneum Nanotexture for Skin Barrier Assessment
Jen-Hung Wang, Chia-Yu Chu, Felipe Colombelli et al.
ReX-MLE: The Autonomous Agent Benchmark for Medical Imaging Challenges
Roshan Kenia, Xiaoman Zhang, Pranav Rajpurkar
Deep Learning Based Emboli Detection Using Ultrasound Doppler Imaging
Raghava Vinaykanth Mushunuri, Cecilie Le Duc Dahl, Elisabeth Krogstad Iversen et al.
Benchmarking the Reproducibility of Brain Tissue Segmentation Across MRI Scanners
Ekaterina Kondrateva, Abdalla Z Mohamed, Sandzhi Barg et al.
Testing the Trust: Verification and Validation of Bayesian Segmentation under Uncertainty
Giuseppina Carannante, Nidhal C. Bouaynaya, Dimah Dera et al.
CrossPan: A Comprehensive Benchmark for Cross-Sequence Pancreas MRI Segmentation and Generalization
Linkai Peng, Cuiling Sun, Zheyuan Zhang et al.
Algorithms Trained on Normal Chest X-rays Can Predict Health Insurance Types
Chi-Yu Chen, Rawan Abulibdeh, Arash Asgari et al.
The LUMirage: An independent evaluation of zero-shot performance in the LUMIR challenge
Rohit Jena, Pratik Chaudhari, James Gee
Endo-4DTS: Monocular 4D Scene Synthesis for Endoscopy via Deformable Triangle Splatting
Laura Salort-Benejam, Antonio Agudo
MApLe: Multi-instance Alignment of Diagnostic Reports and Large Medical Images
Felicia Bader, Philipp Seeböck, Anastasia Bartashova et al.
Heteroscedastic Heatmap Regression for Reliable Pectoral Muscle Segmentation in Mammography
Paul Zech, Christian Hümmer, Benjamin El-Zein et al.
A Multi-Scale Inception-UNet with Structure-Aware Evaluation for Branch-Preserving Segmentation of Organoids
Sandra H. Andrusca, Christopher D. Kießling, Andreas R. Bausch