Discriminative Object Hallucination on POPE MSCOCO Popular
89.07AccuracyYARD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| YARDBase Model=InstructBLIP2026.05 | 89.07 | 88.43 | |
| IFCDVLM=LLaVA-1.52026.04 | 88.1 | 87.36 | |
| VaLiDVLM=LLaVA-1.52026.04 | 87.17 | 86.65 | |
| CATCHVLM=LLaVA-1.52026.04 | 87.07 | 86.56 | |
| IECD2VLM=LLaVA-1.52026.04 | 86.7 | 85.68 | |
| YARDBase Model=LLaVA-1.5-7B2026.05 | 86.67 | 86.25 | |
| Object-aligned VCDVLM=LLaVA-1.52026.04 | 85.7 | 85.1 | |
| IECD2VLM=InstructBLIP2026.04 | 85.7 | 85.08 | |
| VCDVLM=LLaVA-1.52026.04 | 85.38 | 85.06 | |
| AVISCBase Model=LLaVA-1.5-7B2026.05 | 85.23 | 83.86 | |
| EVASBase Model=LLaVA-1.5-7B2026.05 | 84.97 | 83.36 | |
| VCDBase Model=LLaVA-1.5-7B2026.05 | 84.93 | 83.81 | |
| OctopusVLM=InstructBLIP2026.04 | 84.9 | 83.55 | |
| LLaVA-1.5-7BBase Model=LLaVA-1.5-7B2026.05 | 84.61 | 82.47 | |
| OctopusVLM=LLaVA-1.52026.04 | 84.19 | 82.95 | |
| CATCHVLM=InstructBLIP2026.04 | 83.7 | 84.32 | |
| ICDBase Model=LLaVA-1.5-7B2026.05 | 83.7 | 82.64 | |
| AVISCBase Model=InstructBLIP2026.05 | 83.57 | 82.41 | |
| VaLiDVLM=InstructBLIP2026.04 | 83.43 | 81.59 | |
| VCDBase Model=InstructBLIP2026.05 | 83.33 | 82.49 | |
| IFCDVLM=InstructBLIP2026.04 | 83.27 | 81.34 | |
| MFCDVLM=LLaVA-1.52026.04 | 83.07 | 84.17 | |
| M3IDBase Model=LLaVA-1.5-7B2026.05 | 82.93 | 81.12 | |
| ICDVLM=LLaVA-1.52026.04 | 82.73 | 80.7 | |
| RegularVLM=LLaVA-1.52026.04 | 81.88 | 80.06 | |
| VCDVLM=InstructBLIP2026.04 | 81.47 | 81.07 | |
| ICDVLM=InstructBLIP2026.04 | 80.27 | 79.56 | |
| InstructBLIPBase Model=InstructBLIP2026.05 | 79.51 | 79.59 | |
| RegularVLM=InstructBLIP2026.04 | 78.22 | 77.33 |