Object Probing on POPE Random
90.57AccuracyLaSCD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LaSCDBase Model=LLaVA-1.52026.05 | 90.57 | 90.86 | |
| DMASBase Model=LLaVA-1.52026.05 | 90.03 | 90.02 | |
| LaSCDBase Model=InstructBLIP2026.05 | 90.02 | 89.75 | |
| FoxBackbone=InstructBLIP2026.06 | 89.8 | — | |
| OPERABackbone=InstructBLIP2026.06 | 89.73 | — | |
| ASCDBase Model=LLaVA-1.52026.05 | 89.48 | 89.09 | |
| FoxBackbone=LLaVA-1.52026.06 | 89.33 | — | |
| OPERABackbone=LLaVA-1.52026.06 | 89.27 | — | |
| CausalMMBackbone=LLaVA-1.52026.06 | 89.15 | — | |
| AIRBase Model=LLaVA-1.52026.05 | 89 | 88.2 | |
| SIDBackbone=LLaVA-1.52026.06 | 88.67 | — | |
| MemVRBase Model=LLaVA-1.52026.05 | 88.5 | 87.34 | |
| CausalMMBackbone=InstructBLIP2026.06 | 87.97 | — | |
| ICDBackbone=InstructBLIP2026.06 | 87.93 | — | |
| SIDBase Model=LLaVA-1.52026.05 | 87.86 | 85.73 | |
| OPERABase Model=LLaVA-1.52026.05 | 87.53 | 86.45 | |
| SIDBackbone=InstructBLIP2026.06 | 87.43 | — | |
| NoLanBase Model=LLaVA-1.52026.05 | 87.11 | 86.6 | |
| VCDBase Model=LLaVA-1.52026.05 | 86.84 | 86.83 | |
| VCDBackbone=LLaVA-1.52026.06 | 86.84 | — | |
| DeCoBase Model=LLaVA-1.52026.05 | 86.66 | 89.15 | |
| SIDBase Model=InstructBLIP2026.05 | 86.56 | 85.94 | |
| SamplingBackbone=InstructBLIP2026.06 | 86.33 | — | |
| ICDBackbone=LLaVA-1.52026.06 | 86.27 | — | |
| VCDBackbone=InstructBLIP2026.06 | 85.97 | — | |
| DoLaBase Model=LLaVA-1.52026.05 | 85.78 | 84.69 | |
| SamplingBackbone=LLaVA-1.52026.06 | 85.13 | — | |
| FoxBackbone=Shikra2026.06 | 84.97 | — | |
| ICDBase Model=LLaVA-1.52026.05 | 84.87 | 83.27 | |
| OPERABase Model=InstructBLIP2026.05 | 84.57 | 84.69 | |
| VCDBase Model=InstructBLIP2026.05 | 84.11 | 84.13 | |
| OPERABackbone=Shikra2026.06 | 83.73 | — | |
| RegularBase Model=LLaVA-1.52026.05 | 83.49 | 82.28 | |
| DoLaBase Model=InstructBLIP2026.05 | 83.01 | 83.04 | |
| CausalMMBackbone=Shikra2026.06 | 82.77 | — | |
| ICDBase Model=InstructBLIP2026.05 | 82.57 | 83.32 | |
| SIDBackbone=Shikra2026.06 | 82.27 | — | |
| SamplingBackbone=Shikra2026.06 | 81.63 | — | |
| RegularBase Model=InstructBLIP2026.05 | 80.42 | 80.94 | |
| ICDBackbone=Shikra2026.06 | 79.07 | — | |
| VCDBackbone=Shikra2026.06 | 78.13 | — | |
| CausalMMLVLM backbone=LLaVA-1.52026.06 | — | 88.63 | |
| CausalMMLVLM backbone=InstructBLIP2026.06 | — | 87.83 | |
| CausalMMLVLM backbone=Shikra2026.06 | — | 82.53 | |
| FoxLVLM backbone=LLaVA-1.52026.06 | — | 88.74 | |
| FoxLVLM backbone=InstructBLIP2026.06 | — | 89.44 | |
| FoxLVLM backbone=Shikra2026.06 | — | 84.68 | |
| ICDLVLM backbone=LLaVA-1.52026.06 | — | 86.46 | |
| ICDLVLM backbone=InstructBLIP2026.06 | — | 87.9 | |
| ICDLVLM backbone=Shikra2026.06 | — | 80.14 | |
| OPERALVLM backbone=LLaVA-1.52026.06 | — | 88.72 | |
| OPERALVLM backbone=InstructBLIP2026.06 | — | 89.43 | |
| OPERALVLM backbone=Shikra2026.06 | — | 83.66 | |
| SamplingLVLM backbone=LLaVA-1.52026.06 | — | 85.59 | |
| SamplingLVLM backbone=InstructBLIP2026.06 | — | 86.14 | |
| SamplingLVLM backbone=Shikra2026.06 | — | 82.17 | |
| SIDLVLM backbone=LLaVA-1.52026.06 | — | 88.18 | |
| SIDLVLM backbone=InstructBLIP2026.06 | — | 86.1 | |
| SIDLVLM backbone=Shikra2026.06 | — | 82.28 | |
| VCDLVLM backbone=LLaVA-1.52026.06 | — | 86.83 | |
| VCDLVLM backbone=InstructBLIP2026.06 | — | 85.7 | |
| VCDLVLM backbone=Shikra2026.06 | — | 79.13 |