Video Understanding on Opencompass Video Benchmark
73.2MVBench ScoreInternVL3-8B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| InternVL3-8BNum Frame=64, Token/Frame=-, Total Num of Token=>12k2026.04 | 73.2 | 66 | 56.3 | 70.4 | 71.4 | 58.8 | 66 | |
| InternVL3.5-8BNum Frame=-, Token/Frame=-, Total Num of Token=>12k2026.04 | 72.1 | 66 | 55.7 | — | 70.2 | 62.1 | — | |
| InternVL2.5-8BNum Frame=64, Token/Frame=-, Total Num of Token=>12k2026.04 | 70.5 | 63.7 | 56 | 68.7 | 68.5 | — | — | |
| VideoLLaMA3-7BNum Frame=-, Token/Frame=-, Total Num of Token=>12k2026.04 | 69.7 | 66.2 | — | 68.1 | 73 | 59.8 | — | |
| Qwen2.5-Omni-7BNum Frame=64, Token/Frame=-, Total Num of Token=>12k2026.04 | 69 | 64.1 | 55 | 70.7 | 67.5 | — | — | |
| GLM4.1V-9BNum Frame=-, Token/Frame=-, Total Num of Token=>12k2026.04 | 68.2 | 68.4 | 54.3 | — | 71.5 | 65.7 | — | |
| Qwen2.5-VL-7BNum Frame=64, Token/Frame=-, Total Num of Token=>12k2026.04 | 67.5 | 62.8 | 53 | 72 | 70.2 | 56 | 63.6 | |
| Qwen2-VL-7BNum Frame=64, Token/Frame=-, Total Num of Token=>12k2026.04 | 66 | 59.7 | 48.3 | 69.6 | 66.4 | 55.6 | 60.9 | |
| MiMo-VL-7B-RLNum Frame=64, Token/Frame=-, Total Num of Token=>12k2026.04 | 63.2 | 65 | 54 | — | 66.2 | — | — | |
| POINTS-LongVariant=focus, Num Frame=64, Token/Frame=324+32, Total Num of Token=≈ 22K2026.04 | 61 | 66.1 | 60.3 | 71.3 | 73.2 | 59.4 | 65.2 | |
| POINTS-LongVariant=standby, Num Frame=64, Token/Frame=32, Total Num of Token=2048 (10%)2026.04 | 60.8 | 65.7 | 60.9 | 70.3 | 71.6 | 59.5 | 64.8 | |
| POINTS1.5-8BVariant=baseline, Num Frame=64, Token/Frame=324, Total Num of Token=≈ 20K2026.04 | 60.3 | 66.1 | 61 | 71.1 | 72 | 59.8 | 65 | |
| Kimi-VL-A3B-2506Num Frame=-, Token/Frame=-, Total Num of Token=>12k2026.04 | 59.7 | 67.8 | — | — | 74.2 | 64.5 | — | |
| POINTS-LongVariant=standby, Num Frame=64, Token/Frame=16, Total Num of Token=1024 (5%)2026.04 | 59.7 | 65 | 59.3 | 69.1 | 71.7 | 58.9 | 63.9 | |
| POINTS-LongVariant=standby, Num Frame=64, Token/Frame=8, Total Num of Token=512 (2.5%)2026.04 | 59.4 | 63.5 | 58 | 69.9 | 71.9 | 58.2 | 63.5 | |
| POINTS1.5-8BVariant=low-res, Num Frame=64, Token/Frame=32, Total Num of Token=20482026.04 | 54.9 | 61.2 | 51 | 67.1 | 67.3 | 53.9 | 59.2 | |
| POINTS1.5-8BVariant=pooling, Num Frame=64, Token/Frame=32, Total Num of Token=20482026.04 | 54.9 | 55.4 | 43 | 66.6 | 67.1 | 54.5 | 56.9 |