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Video Understanding on PerceptionTest (val)

82.3AccuracyMolmoPoint-8B
45.955.3564.874.25Aug 19, 2024Nov 25, 2024Mar 3, 2025Jun 9, 2025Sep 15, 2025Dec 22, 2025Mar 30, 2026

Evaluation results

MethodLinks
MolmoPoint-8BCategory=MolmoPoint2026.0382.3
InternVL2.5-2BTotal Params=2.2B, Input Res.=448×448, Num Frames=32, Throughput=21.82025.0366.3
Mobile-VideoGPT-1.5BTotal Params=1.6B, Input Res.=224×224, Num Frames=16, Throughput=41.02025.0365.3
AVS + SVC2026.0260.4
Mobile-VideoGPT-0.5BTotal Params=0.6B, Input Res.=224×224, Num Frames=16, Throughput=45.92025.0358.7
LongVILALLM Size=7B2024.0858.1
VideoLLaMA2.1LLM Size=7B2024.0857.3
LLAVA-OVLLM Size=7B2024.0857.1
LLaVA-OneVision-7BParameter Scale=7B2026.0257.1
VideoLLaMA2LLM Size=7B2024.0854.6
LLaVA-OneVision-0.5BTotal Params=1.0B, Input Res.=384×384, Num Frames=32, Throughput=22.72025.0349.2
VideoChat2-7BTotal Params=7.3B, Input Res.=224×224, Num Frames=16, Throughput=11.42025.0347.3