Object Probing on POPE Average
87.84AccuracyCAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CASBase Model=Qwen-VL2026.05 | 87.84 | 87.53 | |
| GreedyBase Model=Qwen-VL2026.05 | 87.67 | 87.1 | |
| DeCoBase Model=Qwen-VL2026.05 | 87.65 | 87.12 | |
| VCDBase Model=Qwen-VL2026.05 | 87.33 | 87.2 | |
| CodeBase Model=Qwen-VL2026.05 | 87.31 | 87.12 | |
| LaSCDBase Model=LLaVA-1.52026.05 | 87.16 | 86.95 | |
| DMASBase Model=LLaVA-1.52026.05 | 86.81 | 86.79 | |
| AIRBase Model=LLaVA-1.52026.05 | 86.67 | 86.07 | |
| CASBase Model=LLaVA-1.52026.05 | 86.58 | 86.11 | |
| ASCDBase Model=LLaVA-1.52026.05 | 86.53 | 86.25 | |
| OPERABase Model=Qwen-VL2026.05 | 86.25 | 87.13 | |
| NoLanBase Model=LLaVA-1.52026.05 | 85.58 | 84.78 | |
| MemVRBase Model=LLaVA-1.52026.05 | 85.51 | 84.75 | |
| OPERABase Model=LLaVA-1.52026.05 | 85.26 | 83.63 | |
| GreedyBase Model=LLaVA-1.52026.05 | 85.17 | 83.49 | |
| PAIBase Model=LLaVA-1.52026.05 | 85.17 | 83.83 | |
| DeCoBase Model=LLaVA-1.52026.05 | 85.17 | 83.49 | |
| CodeBase Model=LLaVA-1.52026.05 | 85.04 | 83.29 | |
| SSLBase Model=LLaVA-1.52026.05 | 84.94 | 83.11 | |
| LaSCDBase Model=InstructBLIP2026.05 | 84.87 | 85.15 | |
| SIDBase Model=LLaVA-1.52026.05 | 84.73 | 84.37 | |
| CASBase Model=InstructBLIP2026.05 | 84.69 | 84.74 | |
| VCDBase Model=LLaVA-1.52026.05 | 84.37 | 83.22 | |
| OPERABase Model=LLaVA-1.52026.05 | 84.21 | 83.55 | |
| DeCoBase Model=LLaVA-1.52026.05 | 82.97 | 85.21 | |
| ICDBase Model=LLaVA-1.52026.05 | 82.96 | 81.56 | |
| VCDBase Model=LLaVA-1.52026.05 | 82.27 | 83.16 | |
| DoLaBase Model=Qwen-VL2026.05 | 81.83 | 84.2 | |
| SIDBase Model=InstructBLIP2026.05 | 81.49 | 82.7 | |
| DoLaBase Model=LLaVA-1.52026.05 | 81.28 | 80.82 | |
| VCDBase Model=InstructBLIP2026.05 | 80.06 | 80.99 | |
| RegularBase Model=LLaVA-1.52026.05 | 79.83 | 79.29 | |
| OPERABase Model=InstructBLIP2026.05 | 79.56 | 81.36 | |
| DoLaBase Model=InstructBLIP2026.05 | 78.91 | 79.82 | |
| SSLBase Model=InstructBLIP2026.05 | 78.77 | 81.02 | |
| ICDBase Model=InstructBLIP2026.05 | 78.69 | 79.56 | |
| CASBase Model=Shikra2026.05 | 78.57 | 81.2 | |
| CodeBase Model=Shikra2026.05 | 78.5 | 80.82 | |
| PAIBase Model=Shikra2026.05 | 78.37 | 75.26 | |
| DoLaBase Model=LLaVA-1.52026.05 | 77.78 | 75.12 | |
| GreedyBase Model=Shikra2026.05 | 77.21 | 80.23 | |
| CodeBase Model=InstructBLIP2026.05 | 77.06 | 79.72 | |
| OPERABase Model=Shikra2026.05 | 76.98 | 79.42 | |
| DeCoBase Model=InstructBLIP2026.05 | 76.8 | 79.69 | |
| GreedyBase Model=InstructBLIP2026.05 | 76.42 | 79.51 | |
| RegularBase Model=InstructBLIP2026.05 | 76.29 | 78 | |
| VCDBase Model=InstructBLIP2026.05 | 75.08 | 78.14 | |
| VCDBase Model=Shikra2026.05 | 74.13 | 78.46 | |
| DeCoBase Model=Shikra2026.05 | 70.44 | 76.18 | |
| OPERABase Model=InstructBLIP2026.05 | 69.23 | 72.9 | |
| DoLaBase Model=Shikra2026.05 | 63.3 | 70.28 | |
| DoLaBase Model=InstructBLIP2026.05 | 56.16 | 60.87 |