MICCAI 2025 Workshop UNSURE Submissions

Bayesian MRI Reconstruction with Structured Uncertainty Distributions
Teo Deveney, Ivor J A Simpson, Neill D. F. Campbell
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
A Proper Strucutred Prior for Bayesian T1 Mapping
Disi Lin, Anders Garpebring, Tommy Löfstedt
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Empirical Bayesian Methods and BNNs for Medical OOD Detection
Kevin Raina
- 17 Sept 2025 (modified: 20 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Uncertainty-Aware Classification: A Human-Guided Bayesian Deep Learning Framework
Peter J.T. Kampen, Marcel Reimann, Morten Rieger Hannemose, Anders Nymark Christensen, Miriam Kolko, Anders Dahl, Josefine Vilsbøll Sundgaard
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Benchmarking Uncertainty and its Disentanglement in multi-label Chest X-Ray Classification
Simon Baur, Wojciech Samek, Jackie Ma
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Evaluation of Monte Carlo Dropout for Uncertainty Quantification in Multi-task Deep Learning-Based Glioma Subtyping
Gonzalo Esteban Mosquera Rojas, Sebastian Robert van der Voort, Carolin Pirkl, Sandeep Kaushik, Marion Smits, Stefan Klein
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Metric-Guided Conformal Bounds for Probabilistic Image Reconstruction
Matt Y. Cheung, Tucker James Netherton, Laurence Edward Court, Ashok Veeraraghavan, Guha Balakrishnan
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Pseudo-D: Informing Multi-View Uncertainty Estimation with Calibrated Neural Training Dynamics
Ang Nan Gu, Michael Tsang, Hooman Vaseli, Purang Abolmaesumi, Teresa Tsang
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Multi-Rater Calibration Error Estimation
Meritxell Riera-Marin, Javier Garcia Lopez, Julia Rodriguez-Comas, Miguel Angel Gonzalez Ballester, Adrian Galdran
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Aleatoric Uncertainty Medical Image Segmentation Estimation via Flow Matching
Phi Van Nguyen, Huynh Trinh Ngoc, Minh Lam Nguyen Duy, Loc Nguyen Phu, Long Q. Tran
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Decoupling Clinical and Class-Agnostic Features for Reliable Few-Shot Adaptation under Shift
Umaima Rahman, Raza Imam, Mohammad Yaqub, Dwarikanath Mahapatra
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
LEXU: Learning from Expert Disagreement for Single-Pass Uncertainty Estimation in Medical Image Segmentation
Kudaibergen Abutalip, Numan Saeed, Fadillah Adamsyah Maani, Ikboljon Sobirov, Vincent Andrearczyk, Adrien Depeursinge, Mohammad Yaqub
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
SCORPION: Addressing Scanner-Induced Variability in Histopathology
Jeongun Ryu, Heon Song, Seungeun Lee, Soo Ick Cho, Jiwon Shin, Kyunghyun Paeng, Sérgio Pereira
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Out-of-Distribution Detection in Medical Imaging via Diffusion Trajectories
Lemar Abdi, Francisco Caetano, Amaan Valiuddin, Christiaan Viviers, hamdi joudeh, Fons van der Sommen
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Label-free estimation of clinically relevant performance metrics under distribution shifts
Tim Flühmann, Alceu Bissoto, Dung Trung Hoang, Lisa M. Koch
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
SPARTA: Spectral Prompt Agnostic Adversarial Attack on Medical Vision-Language Models
Asif Hanif, Muhammad Zaigham Zaheer, Salman Khan, Fahad Shahbaz Khan, Rao Muhammad Anwer
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Numerical Uncertainty in Linear Registration: An Experimental Study
Niusha Mirhakimi, Yohan Chatelain, Jean-baptiste Poline, Tristan Glatard
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Evaluation of Uncertainty-Aware Multi-Software Ensembles for Hippocampal Segmentation
Gabriel Oliveira-Stahl, Anna Schroder, James Moggridge, Hamza A. Salhab, Caroline Micallef, Josephine Barnes, M. Jorge Cardoso, Carole H. Sudre, Matthew Grech-Sollars
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Is Uncertainty Quantification a Viable Alternative to Learned Deferral?
Anna M. Wundram, Christian F. Baumgartner
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Disagreement-Driven Uncertainty Quantification in Late Gadolinium Enhancement Cardiac MRI
Matthias Schwab, Markus Haltmeier, Agnes Mayr
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
Unsupervised Artifact Detection and Quantification via Contrastive Learning with Noise Reference
Levente Lippenszky, Hongxu Yang, Jose de Arcos, Laszlo Rusko
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone
MEGAN: Mixture of Experts for Robust Uncertainty Estimation in Endoscopy Videos
Damola Agbelese, Krishna Chaitanya, Pushpak Pati, Chaitanya Parmar, Pooya Mobadersany, Shreyas Fadnavis, Lindsey Surace, Shadi Yarandi, Louis R. Ghanem, Molly Lucas, Tommaso Mansi, Gabriela Oana Cula, Pablo F. Damasceno, Kristopher A Standish
- 17 Sept 2025 (modified: 17 Sept 2025)
- MICCAI 2025 Workshop UNSURE Submission
- Readers: Everyone