Towards Content-Independent Multi-Reference Super-Resolution: Adaptive Pattern Matching and Feature Aggregation. - Xu Yan 005; Weibing Zhao; Kun Yuan 004; Ruimao Zhang; Zhen Li 026; Shuguang Cui (ECCV (25), 2020)

An Efficient Hybrid Model for Kidney Tumor Segmentation in CT Images. - Xu Yan 005; Kun Yuan 004; Weibing Zhao; Sheng Wang 001; Zhen Li 026; Shuguang Cui (ISBI, 2020)

Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures. - Kun Yuan 004; Vinkle Srivastav; Tong Yu 009; Joël L. Lavanchy; Pietro Mascagni; Nassir Navab; Nicolas Padoy (CoRR, 2023)

CholecTriplet2022: Show me a tool and tell me the triplet - An endoscopic vision challenge for surgical action triplet detection. - Chinedu Innocent Nwoye; Tong Yu 009; Saurav Sharma; Aditya Murali; Deepak Alapatt; Armine Vardazaryan; Kun Yuan 004; Jonas Hajek; Wolfgang Reiter; Amine Yamlahi; Finn-Henri Smidt; Xiaoyang Zou; et al. (Medical Image Anal., 2023)

Enhancing Gait Video Analysis in Neurodegenerative Diseases by Knowledge Augmentation in Vision Language Model. - Diwei Wang; Kun Yuan 004; Candice Müller; Frédéric Blanc; Nicolas Padoy; Hyewon Seo (MICCAI (5), 2024)

HecVL: Hierarchical Video-Language Pretraining for Zero-Shot Surgical Phase Recognition. - Kun Yuan 004; Vinkle Srivastav; Nassir Navab; Nicolas Padoy (MICCAI (6), 2024)

Procedure-Aware Surgical Video-language Pretraining with Hierarchical Knowledge Augmentation. - Kun Yuan 004; Vinkle Srivastav; Nassir Navab; Nicolas Padoy (NeurIPS, 2024)

OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining. - Ming Hu; Kun Yuan 004; Yaling Shen; Feilong Tang; Xiaohao Xu; Lin Zhou; Wei Li 044; Ying Chen; Zhongxing Xu; Zelin Peng; Siyuan Yan; Vinkle Srivastav; et al. (CoRR, 2024)

Advancing surgical VQA with scene graph knowledge. - Kun Yuan 004; Manasi Kattel; Joël L. Lavanchy; Nassir Navab; Vinkle Srivastav; Nicolas Padoy (Int. J. Comput. Assist. Radiol. Surg., 2024)

Medical Multimodal Model Stealing Attacks via Adversarial Domain Alignment. - Yaling Shen; Zhixiong Zhuang; Kun Yuan 004; Maria-Irina Nicolae; Nassir Navab; Nicolas Padoy; Mario Fritz (AAAI, 2025)

MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments. - Ege Özsoy; Chantal Pellegrini; Tobias Czempiel; Felix Tristram; Kun Yuan 004; David Bani-Harouni; Ulrich Eck; Benjamin Busam; Matthias Keicher; Nassir Navab (CVPR, 2025)

Learning multi-modal representations by watching hundreds of surgical video lectures. - Kun Yuan 004; Vinkle Srivastav; Tong Yu 009; Joël L. Lavanchy; Jacques Marescaux; Pietro Mascagni; Nassir Navab; Nicolas Padoy (Medical Image Anal., 2025)

Rethinking data imbalance in class incremental surgical instrument segmentation. - Shifang Zhao; Long Bai 008; Kun Yuan 004; Feng Li 034; Jieming Yu; Wenzhen Dong; Guankun Wang; Mobarakol Islam; Nicolas Padoy; Nassir Navab; Hongliang Ren 001 (Medical Image Anal., 2025)

Can DeepSeek Reason Like a Surgeon? An Empirical Evaluation for Vision-Language Understanding in Robotic-Assisted Surgery. - Boyi Ma; Yanguang Zhao; Jie Wang 097; Guankun Wang; Kun Yuan 004; Tong Chen; Long Bai 008; Hongliang Ren 001 (CoRR, 2025)

ORQA: A Benchmark and Foundation Model for Holistic Operating Room Modeling. - Ege Özsoy; Chantal Pellegrini; David Bani-Harouni; Kun Yuan 004; Matthias Keicher; Nassir Navab (CoRR, 2025)

EndoVLA: Dual-Phase Vision-Language-Action Model for Autonomous Tracking in Endoscopy. - Chikit Ng; Long Bai 008; Guankun Wang; Yupeng Wang; Huxin Gao; Kun Yuan 004; Chenhan Jin; Tieyong Zeng; Hongliang Ren 001 (CoRR, 2025)

Text-driven adaptation of foundation models for few-shot surgical workflow analysis. - Tingxuan Chen; Kun Yuan 004; Vinkle Srivastav; Nassir Navab; Nicolas Padoy (Int. J. Comput. Assist. Radiol. Surg., 2025)

SurgVidLM: Towards Multi-grained Surgical Video Understanding with Large Language Model. - Guankun Wang; Wenjin Mo; Junyi Wang; Long Bai 008; Kun Yuan 004; Ming Hu; Jinlin Wu; Junjun He; Yiming Huang; Nicolas Padoy; Zhen Lei 001; Hongbin Liu 001; et al. (CoRR, 2025)

Recognizing Surgical Phases Anywhere: Few-Shot Test-time Adaptation and Task-graph Guided Refinement. - Kun Yuan 004; Tingxuan Chen; Shi Li; Joël L. Lavanchy; Christian Heiliger; Ege Özsoy; Yiming Huang; Long Bai 008; Nassir Navab; Vinkle Srivastav; Hongliang Ren 001; Nicolas Padoy (CoRR, 2025)

SurgTPGS: Semantic 3D Surgical Scene Understanding with Text Promptable Gaussian Splatting. - Yiming Huang; Long Bai 008; Beilei Cui; Kun Yuan 004; Guankun Wang; Mobarak I. Hoque; Nicolas Padoy; Nassir Navab; Hongliang Ren 001 (CoRR, 2025)

Multi-modal Representations for Fine-grained Multi-label Critical View of Safety Recognition. - Britty Baby; Vinkle Srivastav; Pooja P. Jain; Kun Yuan 004; Pietro Mascagni; Nicolas Padoy (CoRR, 2025)

EndoChat: Grounded multimodal large language model for endoscopic surgery. - Guankun Wang; Long Bai 008; Junyi Wang; Kun Yuan 004; Zhen Li 026; Tianxu Jiang; Xiting He; Jinlin Wu; Zhen Chen 018; Zhen Lei 001; Hongbin Liu 001; Jiazheng Wang; et al. (Medical Image Anal., 2026)