Monocular depth estimation is a fundamental capability for 3D spatial perception in robotic and intelligent systems. While data-driven discriminative methods have achieved compelling performance for monocular depth estimation, generative approaches can reconstruct fine structural details with stronger generalization. H...
Liang-Jing Shao, Wan-Hao Liu, Jin-Song Lin et al.· 0 citations
Surgical robotic systems are increasingly being adopted as clinical workload rises, motivating autonomous solutions for repetitive manipulation subtasks. Learning-based controllers improve generalization compared with rule-based and analytic approaches, but most are trained for individual tasks and remain difficult to...
Mingwu Su, Guan-Kun Wang, Jinsong Lin et al.· 0 citations
EndoWAM is presented, which is, to the authors' knowledge, the first WAM for generalizable robotic endoscopic navigation and introduces future grounding, which predicts task-relevant target regions in future observations from intermediate denoising features of a video world model.
Jinsong Lin, Zikang Pan, Wanhao Liu et al.· 1 citation
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