ICCV 2025 Open Access Repository

Vision-Language Modeling in 3D Medical Imaging Workshop

GTGM: Generative Text-Guided 3D Vision-Language Pretraining for Medical Image Segmentation: Yinda Chen,

Che Liu,

Wei Huang,

Xiaoyu Liu,

Haoyuan Shi,

Sibo Cheng,

Rossella Arcucci,

Zhiwei Xiong; [pdf]
[bibtex]
@InProceedings{Chen_2025_ICCV, author = {Chen, Yinda and Liu, Che and Huang, Wei and Liu, Xiaoyu and Shi, Haoyuan and Cheng, Sibo and Arcucci, Rossella and Xiong, Zhiwei}, title = {GTGM: Generative Text-Guided 3D Vision-Language Pretraining for Medical Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6715-6724} }
CT-GRAPH: Hierarchical Graph Attention Network for Anatomy-Guided CT Report Generation: Hamza Kalisch,

Fabian Hörst,

Jens Kleesiek,

Ken Herrmann,

Constantin Seibold; [pdf]
[bibtex]
@InProceedings{Kalisch_2025_ICCV, author = {Kalisch, Hamza and H\"orst, Fabian and Kleesiek, Jens and Herrmann, Ken and Seibold, Constantin}, title = {CT-GRAPH: Hierarchical Graph Attention Network for Anatomy-Guided CT Report Generation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6775-6784} }
Preprocessing-Architecture Co-Design for Multi-Label Classification in 3D Chest CT Scans: Jung Jun Ah,

Juhui Lee,

Jihye Heo,

Dongheon Lee; [pdf]
[bibtex]
@InProceedings{Ah_2025_ICCV, author = {Ah, Jung Jun and Lee, Juhui and Heo, Jihye and Lee, Dongheon}, title = {Preprocessing-Architecture Co-Design for Multi-Label Classification in 3D Chest CT Scans}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6785-6793} }
RadZero3D: Bridging Self-Supervised Video Models and Medical Vision-Language Alignment for Zero-Shot Chest CT Interpretation: Jonggwon Park,

Kyoyun Choi,

Byungmu Yoon,

Hong Geun Cho,

Bumcheol Hwang; [pdf]
[bibtex]
@InProceedings{Park_2025_ICCV, author = {Park, Jonggwon and Choi, Kyoyun and Yoon, Byungmu and Cho, Hong Geun and Hwang, Bumcheol}, title = {RadZero3D: Bridging Self-Supervised Video Models and Medical Vision-Language Alignment for Zero-Shot Chest CT Interpretation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6742-6749} }
Prediction Degeneracy in Medical Vision-Language Models: Implications for Robustness and Interpretability: Martin Goetze,

Dennis Eschweiler,

Brendan Huang,

Gustav Müller-Franzes,

Carolina Ramirez,

Madeline Hess,

Lavinia Goldermann,

Sharmila Majumdar,

Daniel Truhn; [pdf]
[bibtex]
@InProceedings{Goetze_2025_ICCV, author = {Goetze, Martin and Eschweiler, Dennis and Huang, Brendan and M\"uller-Franzes, Gustav and Ramirez, Carolina and Hess, Madeline and Goldermann, Lavinia and Majumdar, Sharmila and Truhn, Daniel}, title = {Prediction Degeneracy in Medical Vision-Language Models: Implications for Robustness and Interpretability}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6734-6741} }
T3D: Advancing 3D Medical Vision-Language Pre-training by Learning Multi-View Visual Consistency: Che Liu,

Cheng Ouyang,

Yinda Chen,

César Quilodrán-Casas,

Lei Ma,

Jie Fu,

Yike Guo,

Anand Shah,

Wenjia Bai,

Rossella Arcucci; [pdf] [arXiv]
[bibtex]
@InProceedings{Liu_2025_ICCV, author = {Liu, Che and Ouyang, Cheng and Chen, Yinda and Quilodr\'an-Casas, C\'esar and Ma, Lei and Fu, Jie and Guo, Yike and Shah, Anand and Bai, Wenjia and Arcucci, Rossella}, title = {T3D: Advancing 3D Medical Vision-Language Pre-training by Learning Multi-View Visual Consistency}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6704-6714} }
Foundation Models for Multimodal MRI Synthesis with Language Guidance: Mahmut Yurt,

Xiaozhi Cao,

Zihan Zhou,

Kawin Setsompop,

Shreyas Vasanawala,

John Pauly; [pdf]
[bibtex]
@InProceedings{Yurt_2025_ICCV, author = {Yurt, Mahmut and Cao, Xiaozhi and Zhou, Zihan and Setsompop, Kawin and Vasanawala, Shreyas and Pauly, John}, title = {Foundation Models for Multimodal MRI Synthesis with Language Guidance}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6759-6764} }
Patch-wise Intensity Mapping for Individualized Brain Abnormality Detection in Alzheimer's Disease: Yangshuang Xu,

Rongjie Liu,

Chao Huang; [pdf]
[bibtex]
@InProceedings{Xu_2025_ICCV, author = {Xu, Yangshuang and Liu, Rongjie and Huang, Chao}, title = {Patch-wise Intensity Mapping for Individualized Brain Abnormality Detection in Alzheimer's Disease}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6765-6774} }
CTFlow: Video-Inspired Latent Flow Matching for 3D CT Synthesis: Jiayi Wang,

Hadrien Reynaud,

Franciskus Xaverius Erick,

Bernhard Kainz; [pdf] [arXiv]
[bibtex]
@InProceedings{Wang_2025_ICCV, author = {Wang, Jiayi and Reynaud, Hadrien and Erick, Franciskus Xaverius and Kainz, Bernhard}, title = {CTFlow: Video-Inspired Latent Flow Matching for 3D CT Synthesis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6750-6758} }
Unified Supervision For Vision-Language Modeling in 3D Computed Tomography: Hao-Chih Lee,

Zelong Liu,

Hamza Ahmed,

Spencer Kim,

Sean Huver,

Vishwesh Nath,

Zahi A. Fayad,

Timothy Deyer,

Xueyan Mei; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Lee_2025_ICCV, author = {Lee, Hao-Chih and Liu, Zelong and Ahmed, Hamza and Kim, Spencer and Huver, Sean and Nath, Vishwesh and Fayad, Zahi A. and Deyer, Timothy and Mei, Xueyan}, title = {Unified Supervision For Vision-Language Modeling in 3D Computed Tomography}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6725-6733} }