Object Hallucination on POPE v1.0 (Random)
90.07AccuracyONLY + VDC
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ONLY + VDCBackbone=Qwen-VL2025.12 | 90.07 | 95.74 | 83.87 | 89.41 | |
| ONLY + VDCBackbone=LLaVA-1.52025.12 | 89.83 | 90.73 | 88.73 | 89.72 | |
| ONLYBackbone=Qwen-VL2025.12 | 89.63 | 95.7 | 83 | 88.9 | |
| ONLYBackbone=LLaVA-1.52025.12 | 89.57 | 90.68 | 88.2 | 89.42 | |
| VCD + VDCBackbone=Qwen-VL2025.12 | 88 | 97.34 | 78.13 | 86.69 | |
| VCDBackbone=Qwen-VL2025.12 | 87.37 | 97.14 | 77 | 85.91 | |
| M3ID + VDCBackbone=LLaVA-1.52025.12 | 86.73 | 85.83 | 88 | 86.9 | |
| ONLY + VDCBackbone=InstructBLIP2025.12 | 86.5 | 86.14 | 87 | 86.57 | |
| M3ID + VDCBackbone=Qwen-VL2025.12 | 86.5 | 97.9 | 74.6 | 84.68 | |
| M3IDBackbone=LLaVA-1.52025.12 | 86.33 | 85.3 | 87.8 | 86.53 | |
| ONLYBackbone=InstructBLIP2025.12 | 86.13 | 86.04 | 86.27 | 86.15 | |
| M3IDBackbone=Qwen-VL2025.12 | 86.03 | 97.87 | 73.67 | 84.06 | |
| Vanilla + VDCBackbone=Qwen-VL2025.12 | 85.73 | 97.35 | 73.47 | 83.74 | |
| M3ID + VDCBackbone=InstructBLIP2025.12 | 85.53 | 85.34 | 85.8 | 85.57 | |
| VCD + VDCBackbone=InstructBLIP2025.12 | 85.23 | 85.78 | 84.47 | 85.12 | |
| VanillaBackbone=Qwen-VL2025.12 | 85.17 | 97.22 | 72.4 | 83 | |
| M3IDBackbone=InstructBLIP2025.12 | 85 | 84.72 | 85.4 | 85.06 | |
| VCD + VDCBackbone=LLaVA-1.52025.12 | 84.93 | 83 | 87.87 | 85.36 | |
| Vanilla + VDCBackbone=LLaVA-1.52025.12 | 84.9 | 83.24 | 87.4 | 85.27 | |
| VanillaBackbone=LLaVA-1.52025.12 | 84.63 | 83.07 | 87 | 84.99 | |
| VCDBackbone=InstructBLIP2025.12 | 84.6 | 85.12 | 83.87 | 84.49 | |
| VCDBackbone=LLaVA-1.52025.12 | 84.57 | 82.59 | 87.6 | 85.02 | |
| Vanilla + VDCBackbone=InstructBLIP2025.12 | 83.7 | 82.68 | 85.27 | 83.95 | |
| VanillaBackbone=InstructBLIP2025.12 | 83.33 | 82.38 | 84.8 | 83.57 |