Complex video object segmentation requires robust target propagation under severe occlusion, disappearance and reappearance. Although SAM3 provides strong promptable mask propagation, a uniform inference path remains unreliable for tiny targets with insufficient visual evidence and semantic-dominated targets whose iden...
Across the nine leading solutions, foundation segmentation models are combined with target-aware memory, multimodal reasoning, explicit target-existence verification, agentic interaction, and corrective tracking, illustrating a broader transition from single-model mask propagation toward modular pipelines that reason a...
Chang Liu, Heng-Hui Ding, Ling-Yi Hong et al.· 0 citations
This report presents a two-stage, training-free solution for the MeViS-Text track of the 8th LSVOS Challenge, which ranked third on the challenge test set, obtaining J&F, J, F, N-acc.
Ce Bian, X. He, Jin-Rong Zhang et al.· 0 citations
GenView is presented, a controllable framework that augments the diversity of positive views leveraging the power of pretrained generative models while preserving semantics, and an adaptive view generation method that dynamically adjusts the noise level in sampling to ensure the preservation of essential semantic meani...
Xiao-Jie Li, Yi-Bo Yang, Xiang-Tai Li et al.· 0 citations
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