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cs.CV2026

SWT: Self-Supervised Video Object Segmentation via Sliding, Wavelet and Transportation

Zhengtong Zhu, Jiaqing Fan, Hanwen Qian +1

Video Object Segmentation (VOS) aims to accurately segment target objects from consecutive video frames and track the changes of the objects in each frame of the video. Conventiona…

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.CV2024

The SkatingVerse Workshop & Challenge: Methods and Results

Jian Zhao, Lei Jin, Jianshu Li +16

The SkatingVerse Workshop & Challenge aims to encourage research in developing novel and accurate methods for human action understanding. The SkatingVerse dataset used for the Skat…

cs.CV2024

DriveWorld: 4D Pre-trained Scene Understanding via World Models for Autonomous Driving

Chen Min, Dawei Zhao, Liang Xiao +10

Vision-centric autonomous driving has recently raised wide attention due to its lower cost. Pre-training is essential for extracting a universal representation. However, current vi…