Object Hallucination on POPE Popular v1.0
88.03AccuracyONLY + VDC
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ONLY + VDCBackbone=Qwen-VL2025.12 | 88.03 | 92.29 | 83 | 87.4 | |
| ONLYBackbone=Qwen-VL2025.12 | 87.7 | 91.92 | 82.67 | 87.05 | |
| ONLY + VDCBackbone=LLaVA-1.52025.12 | 86.83 | 85.39 | 88.87 | 87.1 | |
| ONLYBackbone=LLaVA-1.52025.12 | 86.1 | 84.64 | 88.2 | 86.39 | |
| VCD + VDCBackbone=Qwen-VL2025.12 | 85.9 | 94.18 | 76.53 | 84.44 | |
| VCDBackbone=Qwen-VL2025.12 | 85.83 | 94.02 | 76.53 | 84.38 | |
| M3ID + VDCBackbone=Qwen-VL2025.12 | 85.67 | 96.12 | 74.33 | 83.83 | |
| M3IDBackbone=Qwen-VL2025.12 | 85.43 | 95.94 | 74 | 83.55 | |
| Vanilla + VDCBackbone=Qwen-VL2025.12 | 84.67 | 94.91 | 73.27 | 82.69 | |
| VanillaBackbone=Qwen-VL2025.12 | 84.5 | 94.73 | 73.07 | 82.5 | |
| M3ID + VDCBackbone=LLaVA-1.52025.12 | 82.97 | 79.77 | 88.33 | 83.83 | |
| M3IDBackbone=LLaVA-1.52025.12 | 82.3 | 79.1 | 87.8 | 83.22 | |
| Vanilla + VDCBackbone=LLaVA-1.52025.12 | 81.8 | 78.77 | 87.07 | 82.71 | |
| VanillaBackbone=LLaVA-1.52025.12 | 81.33 | 78.14 | 87 | 82.33 | |
| VCD + VDCBackbone=LLaVA-1.52025.12 | 81.2 | 77.56 | 87.8 | 82.36 | |
| VCDBackbone=LLaVA-1.52025.12 | 80.8 | 77.11 | 87.6 | 82.02 | |
| ONLY + VDCBackbone=InstructBLIP2025.12 | 78.4 | 74.54 | 86.27 | 79.98 | |
| M3ID + VDCBackbone=InstructBLIP2025.12 | 77.67 | 73.8 | 85.8 | 79.35 | |
| ONLYBackbone=InstructBLIP2025.12 | 77.5 | 73.4 | 86.27 | 79.31 | |
| VCD + VDCBackbone=InstructBLIP2025.12 | 77.23 | 74.04 | 83.87 | 78.65 | |
| M3IDBackbone=InstructBLIP2025.12 | 77.23 | 73.41 | 85.4 | 78.95 | |
| VCDBackbone=InstructBLIP2025.12 | 77.2 | 74 | 83.87 | 78.62 | |
| Vanilla + VDCBackbone=InstructBLIP2025.12 | 76.47 | 72.56 | 85.13 | 78.34 | |
| VanillaBackbone=InstructBLIP2025.12 | 76 | 72.11 | 84.8 | 77.94 |