Multimodal Evaluation on MME (Absolute Score, Retention Rate, Avg Acc.)
1,787.7Absolute ScoreRCP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RCPBackbone=LLaVA-1.5-7B, Retained Tokens=1922026.04 | 1,787.7 | 101.36 | 99.06 | |
| VanillaBackbone=LLaVA-1.5-7B, Retained Tokens=5762026.04 | 1,763.7 | 100 | 100 | |
| DARTBackbone=LLaVA-1.5-7B, Retained Tokens=1922026.04 | 1,758.02 | 99.68 | 98.57 | |
| RCPBackbone=LLaVA-1.5-7B, Retained Tokens=1282026.04 | 1,735.1 | 98.38 | 96.73 | |
| VisionZipBackbone=LLaVA-1.5-7B, Retained Tokens=1922026.04 | 1,673.72 | 94.9 | 98.75 | |
| DARTBackbone=LLaVA-1.5-7B, Retained Tokens=642026.04 | 1,671.82 | 94.79 | 94.4 | |
| RCPBackbone=LLaVA-1.5-7B, Retained Tokens=642026.04 | 1,671.4 | 94.77 | 95 | |
| PDropBackbone=LLaVA-1.5-7B, Retained Tokens=1922026.04 | 1,670.22 | 94.7 | 97.07 | |
| HiREDBackbone=LLaVA-1.5-7B, Retained Tokens=1922026.04 | 1,645.3 | 93.29 | 96.53 | |
| HiREDBackbone=LLaVA-1.5-7B, Retained Tokens=1282026.04 | 1,619.72 | 91.84 | 95.2 | |
| VisionZipBackbone=LLaVA-1.5-7B, Retained Tokens=642026.04 | 1,594.3 | 90.4 | 94.81 | |
| PDropBackbone=LLaVA-1.5-7B, Retained Tokens=1282026.04 | 1,573.76 | 89.23 | 95.08 | |
| FastVBackbone=LLaVA-1.5-7B, Retained Tokens=1922026.04 | 1,532.19 | 86.87 | 88.71 | |
| HiREDBackbone=LLaVA-1.5-7B, Retained Tokens=642026.04 | 1,514.58 | 85.88 | 91.46 | |
| ToMeBackbone=LLaVA-1.5-7B, Retained Tokens=1922026.04 | 1,480.49 | 83.94 | 88.32 | |
| FastVBackbone=LLaVA-1.5-7B, Retained Tokens=1282026.04 | 1,386.84 | 78.63 | 82.86 | |
| ToMeBackbone=LLaVA-1.5-7B, Retained Tokens=1282026.04 | 1,272.1 | 72.13 | 82.75 | |
| FastVBackbone=LLaVA-1.5-7B, Retained Tokens=642026.04 | 1,189.69 | 67.45 | 73.88 | |
| ToMeBackbone=LLaVA-1.5-7B, Retained Tokens=642026.04 | 1,077.92 | 61.12 | 73.34 | |
| PDropBackbone=LLaVA-1.5-7B, Retained Tokens=642026.04 | 1,034.35 | 58.65 | 75.89 |