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20232026
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cs.CV2026

ExtraGS: Enhancing Endoscopic View Extrapolation via Diffusion-Guided 3D Gaussian Splatting

Cheng-Tai Hsieh, Jiwei Shan, Han Fang +6

Robot-assisted minimally invasive surgery (MIS) critically depends on reliable endoscopic perception for navigation and safety. However, conventional endoscopes provide only a limi…

cs.CV2026

4D Monocular Surgical Reconstruction under Arbitrary Camera Motions

Jiwei Shan, Zeyu Cai, Cheng-Tai Hsieh +5

Reconstructing deformable surgical scenes from endoscopic videos is challenging and clinically important. Recent state-of-the-art methods based on implicit neural representations o…

cs.CV2026

NRGS-SLAM: Monocular Non-Rigid SLAM for Endoscopy via Deformation-Aware 3D Gaussian Splatting

Jiwei Shan, Zeyu Cai, Yirui Li +5

Visual simultaneous localization and mapping (V-SLAM) is a fundamental capability for autonomous perception and navigation. However, endoscopic scenes violate the rigidity assumpti…

cs.CV2025

FreeDriveRF: Monocular RGB Dynamic NeRF without Poses for Autonomous Driving via Point-Level Dynamic-Static Decoupling

Yue Wen, Liang Song, Yijia Liu +4

Dynamic scene reconstruction for autonomous driving enables vehicles to perceive and interpret complex scene changes more precisely. Dynamic Neural Radiance Fields (NeRFs) have rec…

cs.CV2025

Deformable Gaussian Splatting for Efficient and High-Fidelity Reconstruction of Surgical Scenes

Jiwei Shan, Zeyu Cai, Cheng-Tai Hsieh +2

Efficient and high-fidelity reconstruction of deformable surgical scenes is a critical yet challenging task. Building on recent advancements in 3D Gaussian splatting, current metho…