Multimodal Understanding on LLaVA Evaluation Suite (GQA, MMB, MMB-CN, MME, POPE, SQA, VQAV2, VQAText, VizWiz)
64.2GQAVanilla
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| VanillaBase Model=LLaVA-Next-7B, Tokens Retained=2880 (Upper Bound), Token Retention Ratio=100%2025.12 | 64.2 | 67.4 | 60.6 | 92.55 | 86.5 | 70.1 | 81.8 | 64.9 | 57.6 | 100 | |
| D²PrunerBase Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 62.3 | 64.9 | 57.2 | 85.85 | 84.6 | 69 | 78.9 | 58.9 | 54.8 | 95.5 | |
| VanillaBase Model=LLaVA-1.5-7B, Tokens Retained=576 (Upper Bound), Token Retention Ratio=100%2025.12 | 61.9 | 64.7 | 58.1 | 93.1 | 85.9 | 69.5 | 78.5 | 58.2 | 50 | 100 | |
| DARTBase Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 61.7 | 64.2 | 58.2 | 85.5 | 84.1 | 68.4 | 75.7 | 58.7 | 56.1 | 93.9 | |
| D²PrunerBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 60.8 | 64.3 | 57.1 | 93.95 | 85.6 | 70 | 78 | 58.2 | 51.4 | 99.9 | |
| FitPruneBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 60.4 | 63.3 | 56.4 | 91.55 | 83.4 | 67.8 | — | 57.4 | 50.9 | 98.2 | |
| D²PrunerBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 60.3 | 63.7 | 56.5 | 92.5 | 85.1 | 69.3 | 77.4 | 58 | 51.8 | 99.2 | |
| DARTBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 60 | 63.6 | 57 | 92.8 | 82.8 | 69.8 | 76.7 | 57.4 | 51.2 | 98.8 | |
| VisionZipBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 59.3 | 63 | — | 89.15 | 85.3 | 68.9 | 77.4 | 57.3 | — | 97.8 | |
| HiREDBase Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 59.3 | 64.2 | 55.9 | 84.5 | 83.3 | 66.7 | 75.7 | 58.8 | 54.2 | 91.8 | |
| HiREDBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 58.7 | 62.8 | 54.7 | 86.85 | 82.8 | 68.4 | 74.9 | 47.4 | 50.1 | 91.5 | |
| DARTBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 58.7 | 63.2 | 57.5 | 92 | 80.1 | 69.1 | 75.9 | 56.4 | 51.7 | 98 | |
| FitPruneBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 58.5 | 62.7 | 56.2 | 88.8 | 77.9 | 68 | — | 55.7 | 51.7 | 96.4 | |
| D²PrunerBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 57.9 | 61.9 | 55.6 | 91.15 | 82.4 | 70 | 74.6 | 56.1 | 52.2 | 97.3 | |
| SparseVLMBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 57.6 | 62.5 | 53.7 | 86.05 | 83.6 | 69.1 | 75.6 | 56.1 | 50.5 | 96.3 | |
| VisionZipBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 57.6 | 62 | — | 88.15 | 83.2 | 68.9 | 75.6 | 56.8 | — | 96.2 | |
| HiREDBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 57.2 | 61.5 | 53.6 | 85.5 | 79.8 | 68.1 | 73.4 | 46.1 | 51.3 | 90.2 | |
| PDropBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 57.1 | 63.2 | 56.8 | 88.3 | 82.3 | 68.8 | 75.1 | 56.1 | 51.1 | 96.7 | |
| GlobalCom2Base Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 57.1 | 61.8 | 53.4 | 84.9 | 83.8 | 67.4 | 76.7 | 57.2 | 54.6 | 90.3 | |
| FasterVLMBase Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 56.9 | 61.6 | 53.5 | 85.05 | 83.6 | 66.5 | 74 | 56.5 | 52.6 | 89.8 | |
| PDropBase Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 56.4 | 63.4 | 56.2 | 83.15 | 77.6 | 67.5 | 73.5 | 54.4 | 54.1 | 86.8 | |
| SparseVLMBase Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 56.1 | 60.6 | 54.5 | 76.65 | 82.4 | 66.1 | 71.5 | 58.4 | 52 | 85.9 | |
| SparseVLMBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 56 | 60 | 51.1 | 84.8 | 80.5 | 67.1 | 73.8 | 54.9 | 51.4 | 93.8 | |
| PDropBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 56 | 61.1 | 56.6 | 82.2 | 82.3 | 68.3 | 72.9 | 55.1 | 51 | 95.1 | |
| DARTBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 55.9 | 60.6 | 53.2 | 88.25 | 73.9 | 69.8 | 72.4 | 54.4 | 51.6 | 93.7 | |
| FastVBase Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 55.9 | 61.6 | 51.9 | 83.05 | 71.7 | 62.8 | 71.9 | 55.7 | 53.1 | 86.4 | |
| VisionZipBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 55.1 | 60.1 | — | 84.5 | 77 | 69 | 72.4 | 55.5 | — | 92.7 | |
| HiREDBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 54.6 | 60.2 | 51.4 | 79.95 | 73.6 | 68.2 | 69.7 | 44.2 | 50.2 | 87 | |
| ToMeBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 54.3 | 60.5 | — | 78.15 | 72.4 | 65.2 | 68 | 52.1 | — | 88.5 | |
| LLaVA-PruMergeBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 54.3 | 59.6 | 52.9 | 81.6 | 71.3 | 67.9 | 70.6 | 54.3 | 50.1 | 90.8 | |
| LLaVA-PruMergeBase Model=LLaVA-Next-7B, Tokens Retained=320, Token Retention Ratio=↓ 88.9%2025.12 | 53.6 | 61.3 | 55.3 | 76.7 | 60.8 | 66.4 | 69.7 | 50.6 | 54 | 79.9 | |
| LLaVA-PruMergeBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 53.3 | 58.1 | 51.7 | 77.7 | 67.2 | 67.1 | 68.8 | 54.3 | 50.3 | 88.8 | |
| FastVBase Model=LLaVA-1.5-7B, Tokens Retained=192, Token Retention Ratio=↓ 66.7%2025.12 | 52.7 | 61.2 | 57 | 80.6 | 64.8 | 67.3 | 67.1 | 52.5 | 50.8 | 91.2 | |
| SparseVLMBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 52.7 | 56.2 | 46.1 | 75.25 | 75.1 | 62.2 | 68.2 | 51.8 | 50.1 | 84.6 | |
| ToMeBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 52.4 | 53.3 | — | 67.15 | 62.8 | 59.6 | 63 | 49.1 | — | 80.4 | |
| FitPruneBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 52.3 | 58.5 | 49.7 | 77.8 | 60.9 | 68 | — | 51.2 | 51.1 | 87.8 | |
| LLaVA-PruMergeBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 51.9 | 55.3 | 49.1 | 77.45 | 65.3 | 68.1 | 67.4 | 54 | 50.1 | 87.4 | |
| FastVBase Model=LLaVA-1.5-7B, Tokens Retained=128, Token Retention Ratio=↓ 77.8%2025.12 | 49.6 | 56.1 | 56.4 | 74.5 | 59.6 | 60.2 | 61.8 | 50.6 | 51.3 | 86.4 | |
| ToMeBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 48.6 | 43.7 | — | 56.9 | 52.5 | 50 | 57.1 | 45.3 | — | 70.1 | |
| FastVBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 46.1 | 48 | 52.7 | 62.8 | 48 | 51.1 | 55 | 47.8 | 50.8 | 77.3 | |
| PDropBase Model=LLaVA-1.5-7B, Tokens Retained=64, Token Retention Ratio=↓ 88.9%2025.12 | 41.9 | 33.3 | 50.5 | 54.6 | 55.9 | 68.6 | 69.2 | 45.9 | 50.7 | 78.1 |