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Hiera: A hi- erarchical vision transformer without the bells-and-whistles

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cs.CV 1

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2026 1

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CONDITIONAL 1

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TinySAM 2: Extreme Memory Compression for Efficient Track Anything Model

cs.CV · 2026-05-18 · conditional · novelty 5.0

TinySAM 2 reaches 90% of SAM 2.1 performance on DAVIS and SA-V using 7% of the memory tokens and 3% of the training data via frame selection, spatial average pooling, temporal similarity-based token pruning, and a RepViT image encoder.

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  • TinySAM 2: Extreme Memory Compression for Efficient Track Anything Model cs.CV · 2026-05-18 · conditional · none · ref 21

    TinySAM 2 reaches 90% of SAM 2.1 performance on DAVIS and SA-V using 7% of the memory tokens and 3% of the training data via frame selection, spatial average pooling, temporal similarity-based token pruning, and a RepViT image encoder.