Discriminative Task on POPE MSCOCO (test)
87.51Random AccuracyICD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ICDBackbone=LLaVA-1.5-7B, Method=ICD2025.03 | 87.51 | 83.28 | 83.15 | 83.91 | 79.13 | 80.41 | 83.26 | 82.53 | |
| OctopusBackbone=LLaVA-1.5-7B, Method=Octopus2025.03 | 87.51 | 85.4 | 85.2 | 84.19 | 82.22 | 81.44 | 85.79 | 83.44 | |
| OctopusBackbone=InstructBLIP, Method=Octopus2025.03 | 86.63 | 85.3 | 84.9 | 83.55 | 82.83 | 81.43 | 84.79 | 83.43 | |
| M3IDBackbone=LLaVA-1.5-7B, Method=M3ID2025.03 | 86.13 | 81.85 | 82.07 | 80.77 | 79.5 | 78.15 | 82.57 | 80.26 | |
| AVISCBackbone=InstructBLIP, Method=AVISC2025.03 | 86.03 | 84.41 | 84.27 | 82.77 | 81.83 | 80.67 | 84.04 | 82.62 | |
| VCDBackbone=LLaVA-1.5-7B, Method=VCD2025.03 | 85.43 | 83.99 | 83.17 | 81.94 | 80.27 | 79.49 | 82.96 | 81.81 | |
| ConVisBackbone=LLaVA-1.5-7B, Method=ConVis2025.03 | 84.7 | — | 83.2 | — | 81.1 | — | 83 | — | |
| AVISCBackbone=LLaVA-1.5-7B, Method=AVISC2025.03 | 84.67 | 82.21 | 83.67 | 81.27 | 81.83 | 79.55 | 83.39 | 81.01 | |
| OPERABackbone=InstructBLIP, Method=OPERA2025.03 | 84.57 | 83.74 | 78.24 | 79.15 | 74.59 | 76.33 | 79.13 | 79.74 | |
| OPERABackbone=LLaVA-1.5-7B, Method=OPERA2025.03 | 84.4 | — | 83.4 | — | 81.2 | — | 83 | — | |
| ICDBackbone=InstructBLIP, Method=ICD2025.03 | 84.36 | 83.82 | 77.88 | 78.7 | 75.17 | 77.23 | 79.14 | 79.92 | |
| LLaVA-1.5-7BBackbone=LLaVA-1.5-7B, Method=Base2025.03 | 83.77 | 81.94 | 82.57 | 80.86 | 79.77 | 78.47 | 82.04 | 80.42 | |
| M3IDBackbone=InstructBLIP, Method=M3ID2025.03 | 82.33 | 81.53 | 80.9 | 80.42 | 78.53 | 78.49 | 80.59 | 80.15 | |
| VCDBackbone=InstructBLIP, Method=VCD2025.03 | 82.03 | 81.56 | 79.13 | 79.2 | 77.23 | 77.72 | 79.46 | 79.49 | |
| InstructBLIPBackbone=InstructBLIP, Method=Base2025.03 | 81.53 | 81.19 | 78.47 | 78.75 | 77.43 | 78 | 79.14 | 79.31 |