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High-resolution & Long Video Understanding on HLVid (test)

52.6ScoreNVILA-8B-Video + AutoGaze
38.24841.97445.749.426Mar 12, 2026

Evaluation results

MethodLinks
NVILA-8B-Video + AutoGazeMax #F=1024, Max Res.=35842026.0352.6
Gemini 2.5 Flash-Lite2026.0352.2
GPT-4o2026.0349.3
Qwen2.5-VL-7BMax #F=48, Max Res.=8962026.0348.1
VideoChat-FlashMax #F=10000, Max Res.=4482026.0346.6
NVILA-8B-VideoMax #F=256, Max Res.=4482026.0342.5
LongVILA-R1-7BMax #F=8192, Max Res.=4482026.0342.2
LongVILA-7BMax #F=2048, Max Res.=3842026.0341.4
LLaVA-OV-8BMax #F=32, Max Res.=3842026.0341.1
InternVL3.5-8BMax #F=64, Max Res.=4482026.0339.9
VideoLLaMA3-7BMax #F=180, Max Res.=3842026.0338.8