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cs.CV2026

Global Truncated Loss Minimization for Robust and Threshold-Resilient Geometric Estimation

Tianyu Huang, Liangzu Peng, Xinyue Zhang +5

To achieve outlier-robust geometric estimation, robust objective functions are generally employed to mitigate the influence of outliers. The widely used consensus maximization(CM)…

cs.CV2025

Linearly Solving Robust Rotation Estimation

Yinlong Liu, Tianyu Huang, Zhi-Xin Yang

Rotation estimation plays a fundamental role in computer vision and robot tasks, and extremely robust rotation estimation is significantly useful for safety-critical applications.…

cs.CV2025

Endo3R: Unified Online Reconstruction from Dynamic Monocular Endoscopic Video

Jiaxin Guo, Wenzhen Dong, Tianyu Huang +5

Reconstructing 3D scenes from monocular surgical videos can enhance surgeon's perception and therefore plays a vital role in various computer-assisted surgery tasks. However, achie…

cs.CV2024

Efficient and Robust Point Cloud Registration via Heuristics-guided Parameter Search

Tianyu Huang, Haoang Li, Liangzu Peng +2

Estimating the rigid transformation with 6 degrees of freedom based on a putative 3D correspondence set is a crucial procedure in point cloud registration. Existing correspondence…

cs.CV2024

Scalable 3D Registration via Truncated Entry-wise Absolute Residuals

Tianyu Huang, Liangzu Peng, René Vidal +1

Given an input set of D point pairs, the goal of outlier-robust D registration is to compute some rotation and translation that align as many point pairs as possible. This is…