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20242026
most citedEndo-4DGS: Endoscopic Monocular Scene Reconstruction with 4D Gaussian Splatting

3 citations · 4 across the 20 of their papers we have counts for

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8 papers · 1 filter

cs.CV2026

RoPE-Flow: Monocular Vision-based Robot Pose Estimation via 2D Graph-Conditioned 3D Flow Matching

Liangjing Shao, Wanhao Liu, Zhiwei Fang +6

Camera-to-robot pose estimation from a monocular image is significant for vision-based robot navigation and control. However, recovering 3D structural features from 2D observations…

cs.RO2026

StenoVLA-3D: 3D-Aware Reasoning VLA for Navigation Through Gastrointestinal Stenoses

Tamima Tabassum, Yiming Huang, Tianchun Wu +7

Autonomous endoscopic navigation requires the policy model to predict actions from texture-poor monocular observations, make safe control decisions, and retain evidence of lesions…

cs.CV2026

Boosting Generalizable Depth Estimation in Endoscopy by Mixture of Lightweight Experts and Intrinsic Image Alignment

Liangjing Shao, Beilei Cui, Yiming Huang +2

Depth estimation is a significant task for 3D perception in endoscopic surgeries. However, illumination interference and feature diversity in various endoscopic scenes are still ch…

cs.CV2026

Parameter-Efficient Adaptation of SAM3 for Prompt-Driven Surgical Concept Segmentation

Changjing Liu, Yiming Huang, Beilei Cui +5

Efficient surgical segmentation empowers clinical diagnosis, intraoperative monitoring, and downstream robotic pipelines for reconstruction and simulation. Although prompt-driven f…

cs.CV2026

EndoGSim: Physics-Aware 4D Dynamic Endoscopic Scene Simulations via MLLM-Guided Gaussian Splatting

Changjing Liu, Yiming Huang, Long Bai +2

In robot-assisted minimally invasive surgery, high-fidelity dynamic endoscopic scene reconstruction and simulation are crucial to enhancing downstream tasks and advancing surgical…

cs.CV2026

CoGE: Sim-to-Real Online Geometric Estimation for Monocular Colonoscopy

Liangjing Shao, Beilei Cui, Hongliang Ren

Geometric estimation including depth estimation and scene reconstruction is a crucial technique for colonoscopy which can provide surgeons with 3D spatial perception and navigation…

cs.CV2026

Leveling3D: Leveling Up 3D Reconstruction with Feed-Forward 3D Gaussian Splatting and Geometry-Aware Generation

Yiming Huang, Baixiang Huang, Beilei Cui +3

Feed-forward 3D reconstruction has revolutionized 3D vision, providing a powerful baseline for downstream tasks such as novel-view synthesis with 3D Gaussian Splatting. Previous wo…

cs.CV2026

EndoDDC: Learning Sparse to Dense Reconstruction for Endoscopic Robotic Navigation via Diffusion Depth Completion

Yinheng Lin, Yiming Huang, Beilei Cui +4

Accurate depth estimation plays a critical role in the navigation of endoscopic surgical robots, forming the foundation for 3D reconstruction and safe instrument guidance. Fine-tun…