Video Understanding on MLVU (MLVU Score)
75.1MLVU ScoreDELTAVID-Qwen3-VL-8B
Evaluation results
| Method | Links | |
|---|---|---|
| DELTAVID-Qwen3-VL-8BParameters=8B, Base Model=Qwen3-VL2026.06 | 75.1 | |
| Qwen3-VL-8BParameters=8B2026.06 | 74.2 | |
| LLaVA-OV-7BFLOPs (T)=48.8, FLOPs Ratio=100.0%, Retention Ratio=100%, Backbone=LLaVA-OneVision-7B2026.06 | 64.9 | |
| InfoMergeFLOPs (T)=6.3, FLOPs Ratio=12.9%, Retention Ratio=15%, Backbone=LLaVA-OneVision-7B2026.06 | 63.1 | |
| FastVIDFLOPs (T)=6.3, FLOPs Ratio=12.9%, Retention Ratio=15%, Backbone=LLaVA-OneVision-7B2026.06 | 62.9 | |
| FastVIDFLOPs (T)=4.2, FLOPs Ratio=8.5%, Retention Ratio=10%, Backbone=LLaVA-OneVision-7B2026.06 | 62.1 | |
| InfoMergeFLOPs (T)=4.2, FLOPs Ratio=8.5%, Retention Ratio=10%, Backbone=LLaVA-OneVision-7B2026.06 | 61.7 | |
| MMG-VidFLOPs (T)=6.3, FLOPs Ratio=12.9%, Retention Ratio=15%, Backbone=LLaVA-OneVision-7B2026.06 | 61.6 | |
| FastVFLOPs (T)=9.4, FLOPs Ratio=19.2%, Retention Ratio=100%/15%, Backbone=LLaVA-OneVision-7B2026.06 | 60.2 | |
| VisionZipFLOPs (T)=6.3, FLOPs Ratio=12.9%, Retention Ratio=15%, Backbone=LLaVA-OneVision-7B2026.06 | 60 | |
| VisionZipFLOPs (T)=4.2, FLOPs Ratio=8.5%, Retention Ratio=10%, Backbone=LLaVA-OneVision-7B2026.06 | 59.7 | |
| InfoMergeFLOPs (T)=2.1, FLOPs Ratio=4.2%, Retention Ratio=5%, Backbone=LLaVA-OneVision-7B2026.06 | 59.5 | |
| FastVIDFLOPs (T)=2.1, FLOPs Ratio=4.2%, Retention Ratio=5%, Backbone=LLaVA-OneVision-7B2026.06 | 58.8 | |
| FastVFLOPs (T)=7.4, FLOPs Ratio=15.1%, Retention Ratio=100%/10%, Backbone=LLaVA-OneVision-7B2026.06 | 58.6 | |
| VisionZipFLOPs (T)=2.1, FLOPs Ratio=4.2%, Retention Ratio=5%, Backbone=LLaVA-OneVision-7B2026.06 | 58.5 | |
| FastVFLOPs (T)=5.4, FLOPs Ratio=11.1%, Retention Ratio=100%/5%, Backbone=LLaVA-OneVision-7B2026.06 | 56.1 |