6 papers · 1 filter
Hierarchical Consistency Learning for Test-time Adaptation in Camouflage Perception
Mingfeng Zha, Tianyu Li, Guoqing Wang +5
Camouflaged object detection (COD) aims to localize targets that exhibit minimal perceptual differences from backgrounds through physical attributes. Existing methods, constrained…
MatPhys: Learning Material-Aware Physics Parameters for Deformable Object Simulation from Videos
Yang Yang, Yiyan Wang, Zheming Liu +1
Reconstructing simulation-ready deformable objects is important for vision, graphics, and robotics. Existing physics-driven methods can recover physical digital twins from videos,…
UAV as Urban Construction Change Monitor: A New Benchmark and Change Captioning Model
Yupeng Gao, Tianyu Li, Guoqing Wang +1
Remote Sensing Image Change Captioning (RSICC) aims to generate spatially grounded natural language descriptions of scene evolution from bi-temporal imagery, moving beyond binary c…
LSVOS 2025 Challenge Report: Recent Advances in Complex Video Object Segmentation
Chang Liu, Henghui Ding, Kaining Ying +46
This report presents an overview of the 7th Large-scale Video Object Segmentation (LSVOS) Challenge held in conjunction with ICCV 2025. Besides the two traditional tracks of LSVOS…
The 1st Solution for MOSEv1 Challenge on LSVOS 2025: CGFSeg
Tingmin Li, Yixuan Li, Yang Yang
Video Object Segmentation (VOS) aims to track and segment specific objects across entire video sequences, yet it remains highly challenging under complex real-world scenarios. The…
The Championship-Winning Solution for the 5th CLVISION Challenge 2024
Sishun Pan, Tingmin Li, Yang Yang
In this paper, we introduce our approach to the 5th CLVision Challenge, which presents distinctive challenges beyond traditional class incremental learning. Unlike standard setting…