Multimodal Understanding on MME (Granular Perception/Reasoning Metrics)
200Existence ScoreSAGE
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SAGEModel=Qwen2-VL-7B2026.02 | 200 | 160 | 161.67 | 185 | 186.73 | 149.41 | 164.75 | 183.25 | 157 | 155 | 1,702.81 | 157.14 | |
| AGLAModel=LLaVA-1.5-7B2026.02 | 195 | 153.89 | 129.44 | 161.67 | 137.07 | 126.96 | 156.25 | 160.13 | 114.5 | 132.5 | 1,467.41 | 115 | |
| SAGEModel=LLaVA-1.5-7B2026.02 | 195 | 161.67 | 138.33 | 170 | 145.24 | 136.18 | 159.75 | 161.5 | 118 | 135 | 1,520.67 | 122.86 | |
| AGLAModel=Qwen2-VL-7B2026.02 | 195 | 155 | 156.25 | 175 | 182.31 | 147.65 | 161.67 | 175 | 153.75 | 147.5 | 1,649.13 | 146.43 | |
| PSP & VRGsetting=64/1282026.04 | 187 | 143.33 | 91.67 | 150 | — | — | — | — | — | — | 570 | — | |
| ICDModel=LLaVA-1.5-7B2026.02 | 185 | 148.33 | 123.33 | 138.33 | 121.43 | 111.47 | 145.75 | 124.12 | 103.25 | 112.5 | 1,313.48 | 117.14 | |
| RegularModel=Qwen2-VL-7B2026.02 | 185 | 150 | 153.33 | 170 | 179.93 | 143.82 | 159.75 | 174.25 | 142.33 | 140 | 1,598.41 | 144.29 | |
| OPERAModel=Qwen2-VL-7B2026.02 | 185 | 150 | 145.75 | 175 | 181.29 | 144.12 | 161.25 | 178.75 | 151.25 | 145 | 1,617.41 | 151.42 | |
| VCDModel=Qwen2-VL-7B2026.02 | 185 | 153.33 | 155 | 175 | 180.61 | 145.89 | 158.75 | 181.5 | 155 | 147.5 | 1,637.58 | 148.57 | |
| ICDModel=Qwen2-VL-7B2026.02 | 185 | 151.67 | 153.33 | 170 | 178.57 | 142.94 | 156.25 | 179.75 | 153.75 | 140 | 1,611.26 | 152.86 | |
| CCoTsetting=64/1282026.04 | 185 | 126.67 | 90.55 | 148.33 | — | — | — | — | — | — | 550.55 | — | |
| VCDModel=LLaVA-1.5-7B2026.02 | 184.66 | 138.33 | 128.67 | 153 | 132.11 | 120.94 | 152.2 | 140.45 | 109.6 | 104 | 1,363.96 | 112.86 | |
| Low Conf.setting=64/1282026.04 | 183.33 | 133.33 | 86.67 | 141.67 | — | — | — | — | — | — | 545 | — | |
| OPERAModel=LLaVA-1.5-7B2026.02 | 180.67 | 133.33 | 123.33 | 155 | 134.69 | 116.76 | 152.75 | 133.01 | 103.25 | 100 | 1,332.79 | 115.71 | |
| DDCoTsetting=64/1282026.04 | 176.67 | 137.22 | 81.67 | 149.17 | — | — | — | — | — | — | 544.73 | — | |
| RegularModel=LLaVA-1.5-7B2026.02 | 175.67 | 124.67 | 114 | 151 | 127.82 | 113.59 | 148.3 | 129.95 | 102.2 | 92 | 1,279.2 | 107.86 |