CVPR 2026 Workshop on Medical Reasoning with Vision Language Foundation Models

Accepted papers (13)

Fetched from OpenReview (v2) on 2026-06-10.

1. BiomedAP: A Vision-Informed Dual-Anchor Framework with Gated Cross-Modal Fusion for Robust Medical Vision-Language Adaptation

   huanyang tong, Kai Liu, fangjun kuang, Huiling Chen

2. BSMAD:Bridging Semantic and Structural Manifolds for Robust Cross-Modality Medical Anomaly Detection

   SHIH-CHIH LIN, Jenq-Neng Hwang, Shang-Hong Lai

3. Consistent but Dangerous: Per-Sample Safety Classification Reveals False Reliability in Medical Vision-Language Models

   Binesh Sadanandan, Vahid Behzadan

4. From Perception to Reasoning: Image-Grounded Knowledge Graphs for Topology-Aware Medical Analysis in Abdominal CT

   Udiptaman Das, Krishnasai Bharadwaj Atmakuri, Duy Hoang Ho, Yugyung Lee

5. GIV-CXR: Densely Grounded, Visually Interpretable Chest X-ray Question Answering Dataset

   Sreevaatsav Bavana, Adit Rushil Potta, Sai Amrit Patnaik, Nidhi Goyal

6. Guideline2Graph: Profile-Aware Multimodal Parsing for Executable Clinical Decision Graphs

   Onur Selim Kilic, Yeti Z. Gurbuz, Cem Okan Yaldiz, Afra Nawar, Etrit Haxholli, Oğul Can, Eli Waxman

7. LEVERAGING IMAGE EDITING FOUNDATION MODELS FOR DATA-EFFICIENT CT METAL ARTIFACT REDUCTION

   Ahmet Rasim Emirdagi, Süleyman Aslan, Mısra Yavuz, Görkay Aydemir, Yunus Bilge Kurt, Nasrin Rahimi, Burak Can Biner, M. AKIN YILMAZ

8. MOSAIC: Multimodal OA Staging with Adaptive Interpretable Clinical Constraints for Evidence-Grounded Knee MRI Grading

   Basit Ali, Sheheryar Khan, Rizwan Qureshi, Muhammad Asim, Mehmood Nawaz, Basim Azam

9. Parameter-efficient Prompt Tuning and Hierarchical Textual Guidance for Few-shot Whole Slide Image Classification

   Jayanie Bogahawatte, Sachith Seneviratne, Saman Halgamuge

10. Pre-Training and Fine-Tuning Effects on Out-of-Distribution Detection in Dermatology with Vision Foundation Models

    Ignazio Gallo, Leonardo Sgroi, Mattia Gatti, Silvia Corchs

11. To Agree or To Be Right? The Grounding-Sycophancy Tradeoff in Medical Vision-Language Models

    OFM Riaz Rahman Aranya, Kevin Desai

12. When the Right Answer Is Missing: Probing Hallucination in Medical Reasoning Models via NOTA Evaluation

    Alperen Demirci, Ezel Bayraktar, Bora Dere, Erkut Erdem, Aykut Erdem

13. Why Benchmark Accuracy Fails to Measure Clinical Reasoning in Medical Vision Language Models: Toward Clinical Adversarial Validation

    Azmine Toushik Wasi, Mahfuz Ahmed Anik, Mohsin Mahmud Topu, Md Manjurul Ahsan