3 papers
cs.CV2025
Shallow Features Matter: Hierarchical Memory with Heterogeneous Interaction for Unsupervised Video Object Segmentation
Zheng Xiangyu, He Songcheng, Li Wanyun +2
Unsupervised Video Object Segmentation (UVOS) aims to predict pixel-level masks for the most salient objects in videos without any prior annotations. While memory mechanisms have b…
cs.CV2025
Saliency-Motion Guided Trunk-Collateral Network for Unsupervised Video Object Segmentation
Xiangyu Zheng, Wanyun Li, Songcheng He +3
Recent mainstream unsupervised video object segmentation (UVOS) motion-appearance approaches use either the bi-encoder structure to separately encode motion and appearance features…
cs.CV2024
ClickVOS: Click Video Object Segmentation
Pinxue Guo, Lingyi Hong, Xinyu Zhou +7
Video Object Segmentation (VOS) task aims to segment objects in videos. However, previous settings either require time-consuming manual masks of target objects at the first frame d…