Author

Jun-Gong Han

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Review Sep 2026

Report of the 8th LSVOS Challenge: Complex and Multimodal Video Object Segmentation

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

Preprint Aug 2026

Competitive Memory Readout for Robust Video Object Segmentation: 2nd Place Technical Report for the MOSEv2 Track of the 8th LSVOS Challenge

This work introduces Competitive Memory Readout, which explicitly incorporates same-class competitor evidence when retrieving target information from memory when retrieving target information from memory, and applies a lightweight adaptive restoration rule after competition.

Ming-Qi Gao, Si-E Li, Jun-Gong Han · 0 citations