Multimodal Understanding on LLaVA-NeXT-7B High-IC Suite
95.7Performance RatioMMTok
Evaluation Results
| Method | Links | |
|---|---|---|
| MMTokToken Budget=642025.08 | 95.7 | |
| DivPruneToken Budget=642025.08 | 94.2 | |
| VisionZipToken Budget=642025.08 | 93.2 | |
| MMTokToken Budget=322025.08 | 92.8 | |
| DivPruneToken Budget=322025.08 | 89.7 | |
| MMTokToken Budget=162025.08 | 89.6 | |
| VisionZipToken Budget=322025.08 | 87.5 | |
| DivPruneToken Budget=162025.08 | 85.7 | |
| MMTokToken Budget=82025.08 | 85.2 | |
| DivPruneToken Budget=82025.08 | 79.9 | |
| MMTokToken Budget=42025.08 | 79.2 | |
| VisionZipToken Budget=162025.08 | 76.8 | |
| DivPruneToken Budget=42025.08 | 71 | |
| MMTokToken Budget=22025.08 | 71 | |
| DivPruneToken Budget=22025.08 | 57.8 | |
| VisionZipToken Budget=82025.08 | 52.6 | |
| VisionZipToken Budget=42025.08 | 39.4 | |
| VisionZipToken Budget=22025.08 | 38.5 |