BISCUIT

2nd International Workshop on Biomedical Image and Signal Computing for Unbiasedness, Interpretability, and Trustworthiness

September 8th 2026

09:00 to 18:00

About this workshop 🍪

The 2nd edition of the BISCUIT (Biomedical Image and Signal Computing for Unbiasedness, Interpretability, and Trustworthiness) workshop will be hosted at ECCV'26 in Malmö, Sweden 🇸🇪.

This workshop is dedicated to the fundamental science and methodological rigor of Unbiasedness, Interpretability, and Trustworthiness (UIT) in AI. We focus on exploring the core questions: from understanding the deep-seated origins of algorithmic and data bias 🔍, to advancing the science of interpretability💡, or building systems we can fundamentally rely on 🤝. We aim to unite researchers advancing these foundational aspects, showcasing novel methodologies, theoretical underpinnings, and rigorous evaluation techniques for UIT, rather than solely their downstream applications. Finally, we will highlight the latest breakthroughs and chart future directions for creating inherently unbiased, truly interpretable, and verifiably trustworthy AI.

More info here.

Keynote Speakers 🎤

Accepted Papers ✅

Please find the list of accepted papers on OpenReview:

🔦 Papers accepted for oral presentation
🪧 Papers accepted as posters

Best Paper Award 🏆🍪

The Best Paper Award of the 2nd edition of BISCUIT@ECCV’26 was given to the following paper:

✏️ Dataset Diversity Metrics and Impact on Classification Models
✍️ Théo Sourget, Niclas Claßen, Jack Junchi Xu, Rob van der Goot, Veronika Cheplygina
💭 Evaluation of dataset diversity metrics across different modalities showing limited correlation between reference-free metrics and AUC compared to FID and semantic diversity, training dynamics reveal a potential shortcut with the acquisition scanners

Congrats 🎉🎉

Schedule 🕘

The workshop will be a full-day event on the first day of conference (September 8th). Note that the following schedule is still tentative.

09:00	09:15	15'	🎉	Welcome & Opening Remarks
09:15	10:00	45'	🌟	Invited Keynote Speech Nassir Navab
10:00	10:30	30'	🔦	Spotlight Presentations Dataset Diversity Metrics and Impact on Classification Models presented by Théo Sourget Geometrically Constrained and Token-Based Probabilistic Spatial Transformers presented by Tom Siegl
10:30	10:45	15'	☕	Coffee Break
10:45	11:30	45'	🔦	Spotlight Presentations Rethinking Synthetic Brain MRI Evaluation with Decoupled Image and Anatomical Fidelity presented by Suhyun Ahn MedPAO-VL: Interpretable and Protocol-Compliant Agent for Structured Radiology Report Generation presented by Shrish Shrinath Vaidya Beyond Dice: An Artifact-Centered Protocol for Auditing Trustworthy Forearm Ultrasound Segmentation presented by Sergei Olegovich Kurashkin
11:30	12:00	30'	🍪	BISCUIT Bake-off — Best Paper Candidate Panel The panelists will be: Théo Sourget, Tom Siegl, Suhyun Ahn, Shrish Shrinath Vaidya More info
12:00	12:15	15'	🗫	Free Discussion
12:15	13:15	60'	🍕	Lunch Break
13:15	14:15	60'	📜	Poster Presentations List of posters
14:15	15:00	45'	🌟	Invited Keynote Speech Aldo Faisal
15:00	15:15	15'	☕	Coffee Break
15:15	16:00	45'	🌟	Invited Keynote Speech Toshihiko Yamasaki
16:00	16:15	15'	☕	Coffee Break
16:15	17:00	45'	🌟	Invited Keynote Speech Aasa Feragen
17:00	17:30	30'	💬	Interactive Panel Discussion w/ Keynotes
17:30	17:45	15'	🏆	Best Paper Award & Closing Remarks