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Shixing Ma

4 accepted papers

2026

CaLoRA-Stereo: Robust Stereo Endoscopic Depth Estimation Network Via Camera-Aware LoRA and Dual-View Geometry

ICRA 2026poster

Stereo depth estimation has drawn widespread attention from the robotics and vision community due to its broad applications such as 3D reconstruction. Recently, stereo matching foundation models have made significant progress by being trained on the large-scale datasets containing natural images. Ho…

Cited by 0Scholar
2026

Depth Any Endoscopy: Towards Self-Supervised Generalizable Depth Estimation in Monocular Endoscopy

CVPR 2026

Monocular depth estimation serves as a core technique in endoscopic applications such as 3D reconstruction and localization. However, most existing methods focus primarily on in-domain depth estimation, which limits their robustness and prevents them from delivering impressive cross-domain performan

Cited by 0SourcecodeScholar
2026

Towards Global Sparse and Partial Point Set Registration with Pose-Robust Completion for Computer-Assisted Orthopedic Surgery

ICRA 2026poster

In computer-assisted orthopedic surgery (CAOS), accurately registering sparse and partial intraoperative point sets with a complete preoperative model remains highly challenging due to limited overlap, extreme sparsity, and point localisation noise. In this paper, we propose a novel end-to-end compl…

Cited by 0Scholar
2025

Registration After Completion: Towards Sparse and Partial Point Set Registration for Computer-Assisted Orthopedic Surgery

IROS 2025

In computer-assisted orthopedic surgery (CAOS), accurate point set registration is essential for enhancing surgical accuracy. However, the sparse and low-overlap nature of intraoperative point sets presents significant challenges for reliable registration. To deal with these challenges, we propose a

Cited by 0SourceScholar