Vision-Based AI for Digital Health: From Pixels to Practice


Video Clinical Outcome Assessments (vCOAs): A Scalable Workflow for Remote Trials
Rabia Aziza,
Clare Matthews,
Elisa Ferrer Mallol,
Fereshteh Poursaeed,
Alejandro Mendoza Garcia,
Elin Haf Davies
[pdf]
[bibtex]
@InProceedings{Aziza_2025_ICCV, author = {Aziza, Rabia and Matthews, Clare and Mallol, Elisa Ferrer and Poursaeed, Fereshteh and Garcia, Alejandro Mendoza and Davies, Elin Haf}, title = {Video Clinical Outcome Assessments (vCOAs): A Scalable Workflow for Remote Trials}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2230-2234} }

Adapting Vision-Language Models for 3D CT/MRI Understanding on PMBB via Slice Selection and Explanation Analysis
Hongzhuo Chen,
Rahul Shukla,
Ruiming Wu,
Shu Yang,
Duy Duong-Tran,
Duy Minh Ho Nguyen,
Mathias Niepert,
Cameron Beeche,
James Gee,
Jeffrey Duda,
Rakesh Sharma,
Christos Davatzikos,
Walter Witschey,
Bojian Hou,
Li Shen
[pdf]
[bibtex]
@InProceedings{Chen_2025_ICCV, author = {Chen, Hongzhuo and Shukla, Rahul and Wu, Ruiming and Yang, Shu and Duong-Tran, Duy and Nguyen, Duy Minh Ho and Niepert, Mathias and Beeche, Cameron and Gee, James and Duda, Jeffrey and Sharma, Rakesh and Davatzikos, Christos and Witschey, Walter and Hou, Bojian and Shen, Li}, title = {Adapting Vision-Language Models for 3D CT/MRI Understanding on PMBB via Slice Selection and Explanation Analysis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2273-2282} }

Magnol.AI Copilot: Multimodal LLMs for Natural, Accessible Data Interaction
Guangchen Ruan,
Hui Zhang,
Hui Xiao,
Jian Yang
[pdf]
[bibtex]
@InProceedings{Ruan_2025_ICCV, author = {Ruan, Guangchen and Zhang, Hui and Xiao, Hui and Yang, Jian}, title = {Magnol.AI Copilot: Multimodal LLMs for Natural, Accessible Data Interaction}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2243-2251} }

Positioning a Video to Mesh Pipeline for 3D Foot Reconstruction as a Monitoring Tool for Peripheral Edema
Wei Yan Peh,
Hui Zhang,
Jian Yang
[pdf]
[bibtex]
@InProceedings{Peh_2025_ICCV, author = {Peh, Wei Yan and Zhang, Hui and Yang, Jian}, title = {Positioning a Video to Mesh Pipeline for 3D Foot Reconstruction as a Monitoring Tool for Peripheral Edema}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2235-2242} }

Patient-Centric Statistical Multi-Modal Fusion for Medical Diagnosis: Integrating DICOM, Radiomics, and Patient Attributes
Seo-Yeon Choi,
Kyungsu Lee
[pdf] [supp]
[bibtex]
@InProceedings{Choi_2025_ICCV, author = {Choi, Seo-Yeon and Lee, Kyungsu}, title = {Patient-Centric Statistical Multi-Modal Fusion for Medical Diagnosis: Integrating DICOM, Radiomics, and Patient Attributes}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2252-2263} }

Multi-Modal Deep Clustering Survival Machines for Alzheimer's Disease Subtype Discovery
Zixuan Wen,
Bojian Hou,
Weiqing He,
Shu Yang,
Jason Moore,
Andrew Saykin,
Heng Huang,
Paul Thompson,
Marylyn Ritchie,
Christos Davatzikos,
Li Shen
[pdf]
[bibtex]
@InProceedings{Wen_2025_ICCV, author = {Wen, Zixuan and Hou, Bojian and He, Weiqing and Yang, Shu and Moore, Jason and Saykin, Andrew and Huang, Heng and Thompson, Paul and Ritchie, Marylyn and Davatzikos, Christos and Shen, Li}, title = {Multi-Modal Deep Clustering Survival Machines for Alzheimer's Disease Subtype Discovery}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2264-2272} }