From the 1 of 5 linked papers with an AI index.
5 papers
EndoLIFT: Language-Disambiguated Latent-Conditioned Rectified Flow for Bidirectional Endoscopic Control
Chi Kit Ng, Yidong Zhang, Lui Siu Hing +9
Routine gastrointestinal endoscopy is intrinsically bidirectional: the instrument is advanced to reach target anatomy and later withdrawn or retroflexed for inspection, while an ex…
Trajectory Divergence Horizon Decision for Reliable Dual-Arm Surgical Subtask Manipulation
Mingwu Su, Guankun Wang, Jinsong Lin +8
Surgical robotic systems are increasingly being adopted as clinical workload rises, motivating autonomous solutions for repetitive manipulation subtasks. Learning-based controllers…
CrossScope: A Role-Asymmetric World Model for Joint Dual-Scope Surgical Video Prediction
Wanhao Liu, Jinsong Lin, Rulin Zhou +11
Visual world models typically learn future dynamics from a single observation stream, limiting their ability to model cooperative systems with multiple independently moving observe…
EndoWAM: A Grounded World-Action Model for Generalizable Endoscopic Navigation
Jinsong Lin, Zikang Pan, Wanhao Liu +10
Autonomous endoscopic navigation can reduce clinicians' operational burden, yet robust control remains challenging due to tissue deformation, transient occlusions, and rapidly chan…
BiliVLA: Scene-Aware Vision-Language-Action Model with Reinforcement Learning for Autonomous Biliary Endoscopic Navigation
Jinsong Lin, Chi Kit Ng, Zhiyong Xiong +8
The paper introduces BiliVLA, a vision‑language‑action system that uses instruction‑conditioned visuomotor learning and reinforcement learning to autonomously navigate a continuum…