Video Understanding on LongVideoBench, MLVU, and VideoMME Aggregate
65.7Average ScoreInternVL3-8B + LiteFrame
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InternVL3-8B + LiteFrameFrames=256 (8×)2026.05 | 65.7 | — | |
| InternVL3-8BFrames=322026.05 | 65.3 | — | |
| InternVL3-8B + LiteFrameFrames=128 (8×)2026.05 | 63.7 | — | |
| InternVL3-8B + FastVIDFrames=128 (4×)2026.05 | 62.9 | — | |
| InternVL3-8BFrames=162026.05 | 62.2 | — | |
| InternVL3-8B + LiteFrameFrames=64 (8×)2026.05 | 61.1 | — | |
| InternVL3-8B + FastVIDFrames=32 (4×)2026.05 | 59.5 | — | |
| InternVL3-8B + FastVIDFrames=64 (4×)2026.05 | 59.5 | — | |
| InternVL3-8BFrames=82026.05 | 59 | — | |
| LLaVA-OneVision-7BBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=100%2026.02 | 56.4 | 100 | |
| CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.02 | 55.8 | 98.9 | |
| Qwen2.5-VL-3BBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=100%2026.02 | 55.6 | 100 | |
| CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.02 | 55.3 | 98.1 | |
| PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.02 | 55.1 | 97.7 | |
| DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.02 | 55 | 97.5 | |
| CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.02 | 55 | 97.5 | |
| VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.02 | 54.9 | 97.2 | |
| DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.02 | 54.7 | 96.9 | |
| PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.02 | 54.7 | 96.9 | |
| VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.02 | 54.6 | 96.8 | |
| FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.02 | 54.6 | 96.7 | |
| DyCoke + DyToK#Retained Tokens=4704, Token Pruning Ratio=25%2025.12 | 54.4 | 100.6 | |
| DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.02 | 54.3 | 96.3 | |
| DyCoke + DyToK#Retained Tokens=3136, Token Pruning Ratio=50%2025.12 | 54.3 | 100.4 | |
| CaCoVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.02 | 54.2 | 96.1 | |
| CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.02 | 54.2 | 97.5 | |
| FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.02 | 54.1 | 95.8 | |
| Vanilla#Retained Tokens=62722025.12 | 54.1 | 100 | |
| PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.02 | 53.9 | 95.5 | |
| DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.02 | 53.9 | 97 | |
| CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.02 | 53.9 | 96.9 | |
| VisionZip† + DyToK#Retained Tokens=3136, Token Pruning Ratio=50%2025.12 | 53.9 | 99.6 | |
| VisionZip† + DyToK#Retained Tokens=4704, Token Pruning Ratio=25%2025.12 | 53.8 | 99.4 | |
| DyCoke#Retained Tokens=4704, Token Pruning Ratio=25%2025.12 | 53.8 | 99.4 | |
| FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.02 | 53.7 | 96.5 | |
| VisionZip†#Retained Tokens=4704, Token Pruning Ratio=25%2025.12 | 53.5 | 98.9 | |
| DyCoke#Retained Tokens=3136, Token Pruning Ratio=50%2025.12 | 53.5 | 98.9 | |
| VisionZip†#Retained Tokens=3136, Token Pruning Ratio=50%2025.12 | 53.4 | 98.7 | |
| DivPruneBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.02 | 53.3 | 94.5 | |
| VisionZip† + DyToK#Retained Tokens=1568, Token Pruning Ratio=75%2025.12 | 53.3 | 98.5 | |
| VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.02 | 53.2 | 94.3 | |
| DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.02 | 53.1 | 95.5 | |
| VisionZip† + DyToK#Retained Tokens=1120, Token Pruning Ratio=80%2025.12 | 53 | 98 | |
| PruneVIDBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.02 | 52.9 | 93.8 | |
| VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.02 | 52.9 | 95.1 | |
| VisionZip†#Retained Tokens=1568, Token Pruning Ratio=75%2025.12 | 52.9 | 97.8 | |
| VisionZip#Retained Tokens=4704, Token Pruning Ratio=25%2025.12 | 52.7 | 97.4 | |
| PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.02 | 52.6 | 94.6 | |
| CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.02 | 52.5 | 94.4 | |
| DyCoke + DyToK#Retained Tokens=1568, Token Pruning Ratio=75%2025.12 | 52.5 | 97 | |
| VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.02 | 52.4 | 94.2 | |
| VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.02 | 52.4 | 94.3 | |
| FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=25%2026.02 | 52.3 | 92.7 | |
| FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.02 | 52.3 | 94.1 | |
| PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.02 | 52.2 | 93.8 | |
| FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.02 | 52.1 | 92.3 | |
| CaCoVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.02 | 52 | 93.4 | |
| FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=20%2026.02 | 51.8 | 91.8 | |
| DyCoke#Retained Tokens=1568, Token Pruning Ratio=75%2025.12 | 51.8 | 95.7 | |
| DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.02 | 51.7 | 92.9 | |
| FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=25%2026.02 | 51.6 | 92.7 | |
| VisionZip#Retained Tokens=3136, Token Pruning Ratio=50%2025.12 | 51.6 | 95.4 | |
| VisionZip†#Retained Tokens=1120, Token Pruning Ratio=80%2025.12 | 51.6 | 95.4 | |
| PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.02 | 51.5 | 92.5 | |
| VisionZipBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.02 | 51.3 | 92.3 | |
| DyCoke#Retained Tokens=1120, Token Pruning Ratio=80%2025.12 | 51.1 | 94.5 | |
| DyCoke + DyToK#Retained Tokens=1120, Token Pruning Ratio=80%2025.12 | 51.1 | 94.5 | |
| FrameFusionBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.02 | 51 | 91.6 | |
| DivPruneBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.02 | 50.5 | 90.9 | |
| PruneVIDBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.02 | 50.2 | 90.2 | |
| VisionZipBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.02 | 50.1 | 88.8 | |
| FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=20%2026.02 | 50.1 | 90.1 | |
| FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=15%2026.02 | 49.8 | 88.3 | |
| FrameFusionBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.02 | 49.2 | 87.2 | |
| DyCoke + DyToK#Retained Tokens=448, Token Pruning Ratio=90%2025.12 | 49.1 | 90.8 | |
| VisionZip#Retained Tokens=1568, Token Pruning Ratio=75%2025.12 | 48.9 | 90.4 | |
| VisionZip† + DyToK#Retained Tokens=448, Token Pruning Ratio=90%2025.12 | 48.8 | 90.2 | |
| DyCoke#Retained Tokens=448, Token Pruning Ratio=90%2025.12 | 48.4 | 89.5 | |
| FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=15%2026.02 | 48.2 | 86.7 | |
| FastVBase Model=LLaVA-OneVision-7B, Equivalent Retention Ratio=10%2026.02 | 46.1 | 81.6 | |
| VisionZip#Retained Tokens=1120, Token Pruning Ratio=80%2025.12 | 45.5 | 84.1 | |
| VisionZip†#Retained Tokens=448, Token Pruning Ratio=90%2025.12 | 45.1 | 83.4 | |
| FastVBase Model=Qwen2.5-VL-3B, Equivalent Retention Ratio=10%2026.02 | 44.4 | 79.9 | |
| VisionZip#Retained Tokens=448, Token Pruning Ratio=90%2025.12 | 38.6 | 71.3 |