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Video Understanding on OmniVideoBench

40.3ScoreFull tokens
30.721633.208335.69538.1817May 19, 2026May 26, 2026Jun 3, 2026Jun 10, 2026Jun 18, 2026Jun 25, 2026Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Full tokensR (Rv-Ra)=100 (100-100), TFLOPs=47.22026.0540.355.5100
VisionZipR (Rv-Ra)=35 (29-100), TFLOPs=13.42026.0540.354.498
FastVIDR (Rv-Ra)=25 (18-100), TFLOPs=9.12026.0540.252.995.3
DyCokeR (Rv-Ra)=35 (29-100), TFLOPs=13.42026.0540.153.796.7
OmniZipR (Rv-Ra)=35 (32-70), TFLOPs=13.42026.0540.154.698.4
SEATSR (Rv-Ra)=10 (7-45), TFLOPs=3.92026.0540.15395.5
FastVR (Rv-Ra)=35 (29-100), TFLOPs=13.72026.054053.396
DivPrune-omR (Rv-Ra)=25 (22-60), TFLOPs=9.42026.054053.796.7
SEATSR (Rv-Ra)=25 (22-60), TFLOPs=9.02026.0539.954.798.6
SEATSR (Rv-Ra)=15 (12-50), TFLOPs=5.52026.0539.953.896.9
SEATSR (Rv-Ra)=35 (32-70), TFLOPs=13.32026.0539.855.499.8
VisionZip-omR (Rv-Ra)=25 (22-60), TFLOPs=9.42026.0539.853.896.9
FastVR (Rv-Ra)=25 (18-100), TFLOPs=9.82026.0539.751.693
DivPruneR (Rv-Ra)=35 (29-100), TFLOPs=13.42026.0539.65497.3
DivPruneR (Rv-Ra)=25 (18-100), TFLOPs=9.42026.0539.653.696.6
RandomR (Rv-Ra)=35 (32-70), TFLOPs=13.42026.0539.553.696.6
DivPrune-omR (Rv-Ra)=35 (32-70), TFLOPs=13.42026.0539.554.297.7
OmniZipR (Rv-Ra)=25 (25-25), TFLOPs=8.52026.0539.452.594.5
VisionZip-omR (Rv-Ra)=35 (32-70), TFLOPs=13.42026.0539.154.598.2
VisionZipR (Rv-Ra)=15 (8-100), TFLOPs=5.82026.0539.151.292.3
RandomR (Rv-Ra)=25 (22-60), TFLOPs=9.42026.053952.995.3
VisionZipR (Rv-Ra)=25 (18-100), TFLOPs=9.42026.053952.995.3
DivPrune-omR (Rv-Ra)=10 (7-45), TFLOPs=4.02026.0538.750.991.7
VisionZip-omR (Rv-Ra)=10 (7-45), TFLOPs=4.02026.0538.349.889.7
FastV-omR (Rv-Ra)=25 (22-60), TFLOPs=9.82026.0538.149.589.2
DivPruneR (Rv-Ra)=15 (8-100), TFLOPs=5.82026.053851.893.3
FastV-omR (Rv-Ra)=35 (32-70), TFLOPs=13.72026.0537.851.492.6
DivPrune-omR (Rv-Ra)=15 (12-50), TFLOPs=5.82026.0537.851.893.3
VisionZip-omR (Rv-Ra)=15 (12-50), TFLOPs=5.82026.0537.651.592.8
RandomR (Rv-Ra)=15 (12-50), TFLOPs=5.82026.0536.850.691.2
RandomR (Rv-Ra)=10 (7-45), TFLOPs=4.02026.0536.649.188.5
Full TokensRetained Ratio (%)=100, Model Backbone=Qwen2.5-Omni-7B2026.0735.31——
FastV-omR (Rv-Ra)=15 (12-50), TFLOPs=6.32026.053546.784.2
OmniFocusRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-7B2026.0734.1——
RandomRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-7B2026.0733.2——
OmniFocusRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-7B2026.0732.7——
OmniFocusRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-3B2026.0732.4——
DyCokeRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-7B2026.0732.3——
OmniZipRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-7B2026.0732.3——
OmniZipRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-3B2026.0732.3——
RandomRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-7B2026.0732.2——
DyCokeRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-7B2026.0732.19——
OmniZipRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-3B2026.0732.1——
OmniFocusRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-3B2026.0732.1——
RandomRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-3B2026.0732——
OmniZipRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-7B2026.0731.49——
DyCokeRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-3B2026.0731.29——
RandomRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-3B2026.0731.19——
DyCokeRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-3B2026.0731.19——
Full TokensRetained Ratio (%)=100, Model Backbone=Qwen2.5-Omni-3B2026.0731.09——