Image-Language Understanding on MMBench
67.01ScoreVanilla
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VanillaTokens Retained=Original (2880), Compression Rate=0.0%2026.01 | 67.01 | 100 | |
| SparseVLMTokens Retained=320, Compression Rate=88.9%2026.01 | 64.78 | 96.7 | |
| ViTCoPTokens Retained=320, Compression Rate=88.9%2026.01 | 64.78 | 96.7 | |
| VisionZipTokens Retained=320, Compression Rate=88.9%2026.01 | 63.83 | 95.2 | |
| ViTCoPTokens Retained=160, Compression Rate=94.4%2026.01 | 62.89 | 93.8 | |
| VisionZipTokens Retained=160, Compression Rate=94.4%2026.01 | 60.05 | 89.6 | |
| PyramidDropTokens Retained=320, Compression Rate=88.9%2026.01 | 59.36 | 88.6 | |
| FastVTokens Retained=320, Compression Rate=88.9%2026.01 | 58.68 | 87.6 |