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Urvos: Unified referring video object segmentation network with a large-scale benchmark

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Autoregressive Universal Video Segmentation Model

cs.CV · 2025-08-26 · conditional · novelty 6.0

A single autoregressive architecture with a Mamba-based history compressor unifies prompted and unprompted video segmentation and beats prior universal streaming models on seven benchmarks.

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  • Autoregressive Universal Video Segmentation Model cs.CV · 2025-08-26 · conditional · none · ref 39

    A single autoregressive architecture with a Mamba-based history compressor unifies prompted and unprompted video segmentation and beats prior universal streaming models on seven benchmarks.