Object Hallucination Evaluation on POPE Random, Popular, Adversarial v1.0
94.27Random ScoreOrigin
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OriginBackbone=Intern-VL-2.5, Decoding Strategy=Greedy2026.04 | 94.27 | 88.68 | 89.6 | |
| AUEBackbone=Intern-VL-2.5, Decoding Strategy=Greedy2026.04 | 94.17 | 88.53 | 85.73 | |
| Focus MattersBackbone=Intern-VL-2.5, Decoding Strategy=Greedy2026.04 | 94.13 | 88.65 | 85.43 | |
| OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=Devils2026.04 | 87.9 | 85.8 | 81.5 | |
| OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=Devils2026.04 | 87.7 | 85.3 | 79.9 | |
| OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=Greedy2026.04 | 87.4 | 84.3 | 79.3 | |
| OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=PAI2026.04 | 87.4 | 84.5 | 79.7 | |
| OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=PAI2026.04 | 87.2 | 84.1 | 79.8 | |
| OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=Greedy2026.04 | 86.6 | 83.9 | 79.5 | |
| OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=OPERA2026.04 | 86.5 | 83.4 | 79.4 | |
| Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=Greedy2026.04 | 86.4 | 83.1 | 78.5 | |
| OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=OPERA2026.04 | 86.3 | 83.3 | 79.3 | |
| Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=PAI2026.04 | 86.2 | 83 | 78.5 | |
| AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=PAI2026.04 | 85.8 | 83.2 | 78.8 | |
| AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=Greedy2026.04 | 85.6 | 83 | 78.4 | |
| Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=Devils2026.04 | 85.5 | 83.3 | 78.3 | |
| Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=Devils2026.04 | 85.4 | 83.2 | 78.9 | |
| Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=OPERA2026.04 | 85.2 | 81.5 | 77.5 | |
| AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=OPERA2026.04 | 84.5 | 81.9 | 77.9 | |
| AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=Devils2026.04 | 84.5 | 83 | 78.7 | |
| Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=PAI2026.04 | 83.8 | 82.5 | 77.6 | |
| OriginBackbone=LLaVA-1.5-7b, Decoding Strategy=VCD2026.04 | 83.7 | 80.9 | 77.3 | |
| Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=Greedy2026.04 | 83.5 | 82.3 | 77.3 | |
| AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=PAI2026.04 | 82.9 | 82.8 | 76.8 | |
| OriginBackbone=Shikra-7b, Decoding Strategy=OPERA2026.04 | 82.5 | 80.5 | 77.4 | |
| AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=Greedy2026.04 | 82.4 | 82.4 | 76.5 | |
| AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=Devils2026.04 | 82 | 81 | 76.1 | |
| OriginBackbone=LLaVA-1.5-13b, Decoding Strategy=VCD2026.04 | 81.8 | 80 | 77.2 | |
| Focus MattersBackbone=Shikra-7b, Decoding Strategy=OPERA2026.04 | 81.8 | 79.2 | 76.5 | |
| OriginBackbone=Shikra-7b, Decoding Strategy=Greedy2026.04 | 81.4 | 80.7 | 77.1 | |
| OriginBackbone=Qwen-2.5-VL, Decoding Strategy=Greedy2026.04 | 81.3 | 80.8 | 80.5 | |
| Focus MattersBackbone=Shikra-7b, Decoding Strategy=Greedy2026.04 | 81.2 | 79.5 | 76.4 | |
| AUEBackbone=Shikra-7b, Decoding Strategy=OPERA2026.04 | 81.2 | 78.6 | 75.8 | |
| OriginBackbone=Shikra-7b, Decoding Strategy=PAI2026.04 | 81.2 | 80.7 | 77 | |
| AUEBackbone=Shikra-7b, Decoding Strategy=Greedy2026.04 | 81 | 79.8 | 76.1 | |
| Focus MattersBackbone=LLaVA-1.5-7b, Decoding Strategy=VCD2026.04 | 80.6 | 77.5 | 74.7 | |
| OriginBackbone=Shikra-7b, Decoding Strategy=Devils2026.04 | 80.5 | 77.9 | 75.5 | |
| Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=OPERA2026.04 | 80.4 | 79.8 | 76 | |
| Focus MattersBackbone=Qwen-2.5-VL, Decoding Strategy=Greedy2026.04 | 80.3 | 79.9 | 79.6 | |
| AUEBackbone=Qwen-2.5-VL, Decoding Strategy=Greedy2026.04 | 79.6 | 79.2 | 78.7 | |
| OriginBackbone=Shikra-7b, Decoding Strategy=VCD2026.04 | 79.5 | 78.2 | 76.2 | |
| Focus MattersBackbone=Shikra-7b, Decoding Strategy=VCD2026.04 | 79.5 | 75.7 | 74.1 | |
| AUEBackbone=Shikra-7b, Decoding Strategy=PAI2026.04 | 79.1 | 78 | 75 | |
| AUEBackbone=LLaVA-1.5-7b, Decoding Strategy=VCD2026.04 | 78.9 | 77.1 | 73.3 | |
| Focus MattersBackbone=Shikra-7b, Decoding Strategy=PAI2026.04 | 78.6 | 77.3 | 74.5 | |
| AUEBackbone=Shikra-7b, Decoding Strategy=Devils2026.04 | 78.5 | 75.1 | 73.3 | |
| Focus MattersBackbone=Shikra-7b, Decoding Strategy=Devils2026.04 | 78.4 | 75.7 | 74.4 | |
| AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=OPERA2026.04 | 78.1 | 79.7 | 75.1 | |
| AUEBackbone=Shikra-7b, Decoding Strategy=VCD2026.04 | 78 | 77.5 | 74.6 | |
| Focus MattersBackbone=LLaVA-1.5-13b, Decoding Strategy=VCD2026.04 | 77.7 | 76.9 | 74 | |
| AUEBackbone=LLaVA-1.5-13b, Decoding Strategy=VCD2026.04 | 75.3 | 76.7 | 73.1 |