| 08:00 AM – 08:15 AM |
Open Remarks |
|
|
| 08:15 AM – 09:15 AM |
Oral Presentation 1: Robust Adaptation and Grounding in Medical Foundation Models |
|
|
|
When Adaptation Hurts: Connecting Representational Drift to OOD Failures in MedSAM Fine-Tuning |
|
|
|
Haralovic, Marko; Akkaraju, Sounic; Baretta, Carlo; Zapryanov, Vasil; Briassouli, Alexia |
|
|
|
Few-Shot Concept Prompt Learning for Segmentation Foundation Models via Visual Grounding |
|
|
|
Venkataramani, Rahul; Sathish, Rachana |
|
|
|
CADRE: Stable, Parameter-Efficient Adaptation of Medical Vision–Language Models with Bounded Forgetting and Prior Drift |
|
|
|
Jha, Rishabh; Singh, Amrita; Chudal, Prashanna |
|
|
|
Priors Over Pixels: Present-Bias in Organ-Presence Grounding for Medical VLMs |
|
|
|
Nazarov, Alexander; Mayer, Arnaldo |
|
|
| 09:15 AM – 10:00 AM |
Keynote Speech #1 |
|
|
|
Beyond Performance: Evaluating Foundation Models for Trustworthy Medical AI |
|
|
|
Annika Reinke, German Cancer Research Center (DKFZ) |
|
|
| 10:00 AM – 10:30 AM |
Coffee Break |
|
|
| 10:30 AM – 11:15 AM |
Keynote Speech #2 |
|
|
|
Promise Versus Performance: A Faithful Benchmark of Vision-Language Foundation Models Against Specialized AI for Lung Cancer Prediction |
|
|
|
Pierre Baudot, Median Technologies |
|
|
| 11:15 AM – 12:15 PM |
Oral Presentation 2: Trustworthy Reasoning and Evaluation in Medical VLMs |
|
|
|
MeVisQA: Medical Visual Question Answering via Visual Programming |
|
|
|
Hong, Fan; Anselmet, Marie; Ndoko, Arthur |
|
|
|
Faithful Reasoning, Not More Reasoning: Chain-of-Thought Ablation for Tuberculosis Findings in Indonesian Chest X-Rays |
|
|
|
Hanfan, Luthfi N.; Montana, Giovanni; Setiawan, Cindy A.; Yunus, Reyhan E. ; Valindria, Vanya |
|
|
|
CORTEX: A Structured Reasoning Benchmark for Trustworthy 3D Chest CT MLLMs |
|
|
|
Malik, Hashmat S.; Hashmi, Anees U. R.; Saeed, Numan; Naseer, Muzammal; Khan, Salman; Lippert, Christoph |
|
|
|
Robustness Evaluation of Surgical Medical Visual Question Answering Models Under Textual Perturbations |
|
|
|
Saadat, Asir; Linte, Cristian |
|
|
|
EviCal-RR: Evidence-Calibrated Reasoning for Contactless Respiratory Monitoring |
|
|
|
Saklb, Shadman; Roy, Nlrmalya (Presenter on their behalf: Kazmina, Anastasiia) |
|
|
| 12:15 PM – 12:30 PM |
Closing Remarks |
|
|
| 12:30 PM – 01:30 PM |
Lunch Break / Poster Session |
|
|