Performance Retention Analysis on Aggregate Benchmarks (Rel.)
100Relative ScoreLLaVA-NeXT-7B
Evaluation Results
| Method | Links | |
|---|---|---|
| LLaVA-NeXT-7BVisual Token Budget=2880, Token Reduction Ratio=100%, Base Model=LLaVA-NeXT-7B2026.07 | 100 | |
| AnchorPruneVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.07 | 99.4 | |
| AnchorPruneVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.07 | 98.3 | |
| AnchorPruneVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.07 | 97.6 | |
| CDPrunerVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.07 | 96.7 | |
| VisionZipVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.07 | 96.6 | |
| CDPrunerVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.07 | 95.9 | |
| SparseVLMVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.07 | 95 | |
| PyramidDropVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.07 | 94.3 | |
| VisionZipVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.07 | 92.9 | |
| CDPrunerVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.07 | 92.9 | |
| FastVVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.07 | 92.1 | |
| PyramidDropVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.07 | 91.7 | |
| SparseVLMVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.07 | 91.1 | |
| DivPruneVisual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.07 | 90.1 | |
| PruMerge+Visual Token Budget=640, Token Reduction Ratio=↓ 77.8%, Base Model=LLaVA-NeXT-7B2026.07 | 88 | |
| VisionZipVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.07 | 86.9 | |
| DivPruneVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.07 | 86.5 | |
| FastVVisual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.07 | 85.1 | |
| PruMerge+Visual Token Budget=320, Token Reduction Ratio=↓ 88.9%, Base Model=LLaVA-NeXT-7B2026.07 | 83.2 | |
| DivPruneVisual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.07 | 80.7 | |
| PruMerge+Visual Token Budget=160, Token Reduction Ratio=↓ 94.4%, Base Model=LLaVA-NeXT-7B2026.07 | 79.8 |