3 papers
cs.CV2026
Unlocking Motion in Expressions: Temporal Calibration for Referring Video Object Segmentation
Yiwen Jiang, Zhengtong Zhu, Ruixin Zhang +1
Referring Video Object Segmentation (RVOS) aims to segment referred objects at the pixel level in video sequences based on natural language descriptions. Existing methods typically…
cs.CV2026
Training-Free Spatio-temporal Decoupled Reasoning Video Segmentation with Adaptive Object Memory
Zhengtong Zhu, Jiaqing Fan, Zhixuan Liu +1
Reasoning Video Object Segmentation (ReasonVOS) is a challenging task that requires stable object segmentation across video sequences using implicit and complex textual inputs. Pre…
cs.CV2025
Temporal-Conditional Referring Video Object Segmentation with Noise-Free Text-to-Video Diffusion Model
Ruixin Zhang, Jiaqing Fan, Yifan Liao +2
Referring Video Object Segmentation (RVOS) aims to segment specific objects in a video according to textual descriptions. We observe that recent RVOS approaches often place excessi…