Multimodal Performance Evaluation on MME perception
195Existence ScoreDAMO
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DAMOModel=LLaVA1.5-7b2025.05 | 195 | 150 | 143.33 | 165 | 144.56 | 134.12 | 157.75 | 163.75 | 120 | 140 | 1,513.51 | |
| RegularModel=LLaVA-NEXT2025.05 | 195 | 135 | 143.33 | 170 | 159.52 | 142.94 | 162.25 | 155.75 | 123 | 132.5 | 1,519.3 | |
| DAMOModel=LLaVA-NEXT2025.05 | 195 | 130 | 133.33 | 160 | 149.32 | 145.29 | 159.5 | 143.25 | 123.75 | 132.5 | 1,471.95 | |
| DCLAModel=LLaVA-NEXT2025.05 | 195 | 140 | 143.33 | 170 | 160.2 | 142.94 | 161.5 | 155.75 | 124.5 | 132.5 | 1,525.73 | |
| RegularModel=LLaVA1.5-7b2025.05 | 190 | 160 | 138.33 | 165 | 140.48 | 135 | 156.25 | 162.25 | 119.25 | 125 | 1,491.56 | |
| VCDModel=LLaVA1.5-7b2025.05 | 190 | 163.33 | 133.33 | 158.33 | 129.59 | 139.12 | 155.75 | 166.5 | 124 | 125 | 1,484.96 | |
| DoLaModel=LLaVA1.5-7b2025.05 | 190 | 153.33 | 143.33 | 165 | 141.5 | 132.35 | 157.75 | 160.5 | 118.75 | 132.5 | 1,495.02 | |
| DCLAModel=LLaVA1.5-7b2025.05 | 190 | 163.33 | 148.33 | 175 | 137.41 | 132.06 | 156.25 | 160.5 | 117.25 | 140 | 1,520.14 | |
| DoLaModel=LLaVA-NEXT2025.05 | 190 | 133.33 | 143.33 | 170 | 132.65 | 155.59 | 156.25 | 135 | 136.75 | 162.5 | 1,515.41 | |
| VCDModel=LLaVA1.5-13b2025.05 | 190 | 163.33 | 120 | 175 | 151.7 | 159.41 | 158.25 | 129 | 125.25 | 132.5 | 1,504.44 | |
| DoLaModel=LLaVA1.5-13b2025.05 | 190 | 150 | 123.33 | 160 | 160.54 | 157.06 | 155.75 | 134.5 | 124 | 147.5 | 1,502.69 | |
| DAMOModel=LLaVA1.5-13b2025.05 | 190 | 125 | 113.33 | 150 | 166.66 | 152.06 | 163.25 | 166.5 | 107.75 | 140 | 1,474.56 | |
| GreedyModel=LLaVA-1.52026.06 | 190 | 155 | 128.3 | 170 | 147.6 | 136.8 | 158 | 163 | 119.5 | 137.5 | 1,505.7 | |
| PAIModel=LLaVA-1.52026.06 | 190 | 155 | 133.3 | 170 | 145.6 | 136.5 | 157.8 | 163 | 117.8 | 140 | 1,508.9 | |
| VISTAModel=LLaVA-1.52026.06 | 190 | 150 | 133.3 | 165 | 144.6 | 134.4 | 156 | 163.3 | 115 | 125 | 1,476.6 | |
| DAMOModel=LLaVA-1.52026.06 | 190 | 148.3 | 133.3 | 160 | 136.4 | 131.8 | 159 | 162 | 113.5 | 140 | 1,474.3 | |
| FADEModel=LLaVA-1.52026.06 | 190 | 160 | 133.3 | 170 | 147.6 | 138.5 | 158 | 163.8 | 120.3 | 137.5 | 1,519 | |
| RegularModel=LLaVA1.5-13b2025.05 | 188.33 | 145 | 123.33 | 160 | 159.52 | 159.71 | 157.25 | 141.75 | 121.75 | 147.5 | 1,504.15 | |
| DCLAModel=LLaVA1.5-13b2025.05 | 188.33 | 145 | 123.33 | 160 | 159.52 | 160.88 | 158 | 140.5 | 121.75 | 147.5 | 1,504.82 | |
| RegularModel=mPLUG-Owl22025.05 | 185 | 165 | 78.33 | 150 | 163.27 | 162.94 | 152.75 | 160 | 139.75 | 102.5 | 1,459.54 | |
| DCLAModel=mPLUG-Owl22025.05 | 185 | 165 | 78.33 | 155 | 162.24 | 163.82 | 153 | 159.5 | 139 | 102.5 | 1,463.4 | |
| GreedyModel=mPLUG-Owl22026.06 | 185 | 160 | 85 | 150 | 160.2 | 163.5 | 152.8 | 163.3 | 137.3 | 102.5 | 1,459.5 | |
| PAIModel=mPLUG-Owl22026.06 | 185 | 155 | 81.7 | 145 | 158.2 | 163.8 | 154 | 160.3 | 138.5 | 102.5 | 1,443.9 | |
| VISTAModel=mPLUG-Owl22026.06 | 185 | 155 | 80 | 150 | 158.2 | 161.8 | 153.5 | 159.5 | 140.5 | 102.5 | 1,445.9 | |
| DAMOModel=mPLUG-Owl22026.06 | 185 | 170 | 78.3 | 150 | 164.6 | 160.9 | 156 | 170.5 | 130.5 | 95 | 1,460.8 | |
| FADEModel=mPLUG-Owl22026.06 | 185 | 160 | 85 | 155 | 160.2 | 163.5 | 153.5 | 161.8 | 137.3 | 102.5 | 1,463.7 | |
| VCDModel=mPLUG-Owl22025.05 | 180 | 160 | 61.67 | 151.67 | 151.36 | 108.82 | 158 | 115 | 130 | 95 | 1,311.52 | |
| DAMOModel=mPLUG-Owl22025.05 | 180 | 155 | 78.33 | 145 | 134.01 | 167.35 | 154 | 168.25 | 133.5 | 87.5 | 1,402.95 | |
| VCDModel=LLaVA-NEXT2025.05 | 175 | 125 | 95 | 140 | 148.98 | 145.29 | 159 | 169.75 | 130.25 | 130 | 1,418.27 | |
| DoLaModel=mPLUG-Owl22025.05 | 175 | 160 | 93.33 | 163.33 | 155.78 | 160.88 | 159.25 | 142.5 | 142.25 | 110 | 1,462.33 |