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Long-video understanding on VideoMME Long (3~120 min)

72.1ScoreGPT-4o
36.53245.7665564.234Jun 8, 2026

Evaluation results

MethodLinks
GPT-4oFrames=1fps2026.0672.1
Video-RAGSize=7B2026.0659.8
LongVUSize=7B, Frames=1fps2026.0659.5
LongVITA-128KSize=14B, Frames=2562026.0658.8
VILAMPSize=7B, Frames=1fps2026.0657.8
GPT-4VFrames=1fps2026.0656.9
VideoChat-FlashSize=7B, Frames=5122026.0655.4
LongVILA-R1Size=7B, Frames=512, Context=132k2026.0655.2
Hour-LLaVASize=7B, Frames=1fps2026.0655
CoVERSize=7B, Frames=768L + 32H, Context=16k2026.0654.7
VITALSize=7B, Frames=1024, Context=32k2026.0654
Qwen2.5-VL*Size=7B, Frames=128, Context=16k2026.0653.6
LongVILASize=7B, Frames=2562026.0653
Video-MTRSize=7B, Frames=32, Context=4k2026.0651
VideoMindSize=7B2026.0649.2
LongVASize=7B, Frames=1282026.0647.6
LLaVA-OneVisionSize=7B, Frames=322026.0646.7
VideoLLaMA2Size=7B, Frames=322026.0643.8
VideoChat-TSize=7B, Frames=122026.0641.9
VideoChat2Size=7B, Frames=162026.0639.2
Video-LLaVASize=7B, Frames=82026.0638.1
ShareGPT4VideoSize=8B, Frames=162026.0637.9