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General Video Understanding on PerceptionTest

69.4Overall ScoreTS-LLaVA + PAS
67.73668.16868.669.032Nov 14, 2025

Evaluation results

MethodLinks
TS-LLaVA + PASInference Strategy=TS-LLaVA stacked with PAS2025.1169.4
TS-LLaVAInference Strategy=TS-LLaVA2025.1169.3
SlowFast + PASInference Strategy=SlowFast stacked with PAS2025.1169.1
PASInference Strategy=Phase Aggregated Smoothing (Ours)2025.1168.9
SlowFast-LLaVAInference Strategy=SlowFast2025.1168
Default SettingInference Strategy=Default Setting, Backbone=Qwen2.5-VL-7B-Instruct2025.1167.8