CVPR 2026 Open Access Repository

Medical Reasoning with Vision Language Foundation Models

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; [pdf]
[bibtex]
@InProceedings{Gallo_2026_CVPR, author = {Gallo, Ignazio and Sgroi, Leonardo and Gatti, Mattia and Corchs, Silvia}, title = {Pre-Training and Fine-Tuning Effects on Out-of-Distribution Detection in Dermatology with Vision Foundation Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6932-6941} }
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; [pdf]
[bibtex]
@InProceedings{Demirci_2026_CVPR, author = {Demirci, Alperen and Bayraktar, Ezel and Dere, Bora and Erdem, Erkut and Erdem, Aykut}, title = {When the Right Answer Is Missing: Probing Hallucination in Medical Reasoning Models via NOTA Evaluation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6912-6921} }
Parameter-efficient Prompt Tuning and Hierarchical Textual Guidance for Few-shot Whole Slide Image Classification: Jayanie Bogahawatte,

Sachith Seneviratne,

Saman Halgamuge; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Bogahawatte_2026_CVPR, author = {Bogahawatte, Jayanie and Seneviratne, Sachith and Halgamuge, Saman}, title = {Parameter-efficient Prompt Tuning and Hierarchical Textual Guidance for Few-shot Whole Slide Image Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6893-6902} }
BSMAD:Bridging Semantic and Structural Manifolds for Robust Cross-Modality Medical Anomaly Detection: Shih-Chih Lin,

Jenq-Neng Hwang,

Shang-Hong Lai; [pdf]
[bibtex]
@InProceedings{Lin_2026_CVPR, author = {Lin, Shih-Chih and Hwang, Jenq-Neng and Lai, Shang-Hong}, title = {BSMAD:Bridging Semantic and Structural Manifolds for Robust Cross-Modality Medical Anomaly Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6952-6960} }
To Agree or To Be Right? The Grounding-Sycophancy Tradeoff in Medical Vision-Language Models: OFM Riaz Rahman Aranya,

Kevin Desai; [pdf] [arXiv]
[bibtex]
@InProceedings{Aranya_2026_CVPR, author = {Aranya, OFM Riaz Rahman and Desai, Kevin}, title = {To Agree or To Be Right? The Grounding-Sycophancy Tradeoff in Medical Vision-Language Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6874-6882} }
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; [pdf]
[bibtex]
@InProceedings{Ali_2026_CVPR, author = {Ali, Basit and Khan, Sheheryar and Qureshi, Rizwan and Asim, Muhammad and Nawaz, Mehmood and Azam, Basim}, title = {MOSAIC: Multimodal OA Staging with Adaptive Interpretable Clinical Constraints for Evidence-Grounded Knee MRI Grading}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6866-6873} }
Guideline2Graph: Profile-Aware Multimodal Parsing for Executable Clinical Decision Graphs: Onur Selim Kilic,

Yeti Z. Gurbuz,

Cem O. Yaldiz,

Afra Nawar,

Etrit Haxholli,

Oğul Can,

Eli Waxman; [pdf] [arXiv]
[bibtex]
@InProceedings{Kilic_2026_CVPR, author = {Kilic, Onur Selim and Gurbuz, Yeti Z. and Yaldiz, Cem O. and Nawar, Afra and Haxholli, Etrit and Can, O\u{g}ul and Waxman, Eli}, title = {Guideline2Graph: Profile-Aware Multimodal Parsing for Executable Clinical Decision Graphs}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6942-6951} }
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; [pdf] [arXiv]
[bibtex]
@InProceedings{Tong_2026_CVPR, author = {Tong, Huanyang and Liu, Kai and Kuang, Fangjun and Chen, Huiling}, title = {BiomedAP: A Vision-Informed Dual-Anchor Framework with Gated Cross-Modal Fusion for Robust Medical Vision-Language Adaptation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6969-6977} }
GIV-CXR: Densely Grounded, Visually Interpretable Chest X-ray Question Answering Dataset: Sreevaatsav Bavana,

Adit Rushil Potta,

Sai Amrit Patnaik,

Nidhi Goyal; [pdf] [supp]
[bibtex]
@InProceedings{Bavana_2026_CVPR, author = {Bavana, Sreevaatsav and Potta, Adit Rushil and Patnaik, Sai Amrit and Goyal, Nidhi}, title = {GIV-CXR: Densely Grounded, Visually Interpretable Chest X-ray Question Answering Dataset}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6883-6892} }
Consistent but Dangerous: Per-Sample Safety Classification Reveals False Reliability in Medical Vision-Language Models: Binesh Sadanandan,

Vahid Behzadan; [pdf] [arXiv]
[bibtex]
@InProceedings{Sadanandan_2026_CVPR, author = {Sadanandan, Binesh and Behzadan, Vahid}, title = {Consistent but Dangerous: Per-Sample Safety Classification Reveals False Reliability in Medical Vision-Language Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6961-6968} }
From Perception to Reasoning: Image-Grounded Knowledge Graphs for Topology-Aware Medical Analysis in Abdominal CT: Udiptaman Das,

Krishnasai Atmakuri,

Duy Ho,

Yugyung Lee; [pdf]
[bibtex]
@InProceedings{Das_2026_CVPR, author = {Das, Udiptaman and Atmakuri, Krishnasai and Ho, Duy and Lee, Yugyung}, title = {From Perception to Reasoning: Image-Grounded Knowledge Graphs for Topology-Aware Medical Analysis in Abdominal CT}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6903-6911} }
Leveraging Image Editing Foundation Models for Data-Efficient Ct Metal Artifact Reduction: Ahmet Rasim Emirdagi,

Suleyman Aslan,

Misra Yavuz,

Gorkay Aydemir,

Yunus Bilge Kurt,

Nasrin Rahimi,

Burak Can Biner,

Mustafa Akin Yilmaz; [pdf] [arXiv]
[bibtex]
@InProceedings{Emirdagi_2026_CVPR, author = {Emirdagi, Ahmet Rasim and Aslan, Suleyman and Yavuz, Misra and Aydemir, Gorkay and Kurt, Yunus Bilge and Rahimi, Nasrin and Biner, Burak Can and Yilmaz, Mustafa Akin}, title = {Leveraging Image Editing Foundation Models for Data-Efficient Ct Metal Artifact Reduction}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6922-6931} }