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Preprint Aug 2026

Unlocking Motion in Expressions: Temporal Calibration for Referring Video Object Segmentation

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 introduce motion information within a unified cross-modal temporal modeling framework, where language cues are used for target localization...

Yi-Wen Jiang, Zheng Zhu, Rui-Xin Zhang et al. · 0 citations
#artificial intelligence Open access Sep 2026

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

This paper proposes self-supervised VOS with Sliding window, Wavelet transform and optimal Transport (SWT), a self-supervised VOS framework entirely trained on static dataset using contrastive learning that achieves excellent results on five VOS datasets as well as an additional body part propagation dataset.

Zheng Zhu, Jia-Qing Fan, Han-Wen Qian et al. · 0 citations

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