Object Hallucination Evaluation on POPE A-OKVQA
91.2AccuracyFADE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FADEBase Model=LLaVA-1.5-7B, Sampling Strategy=Random2026.06 | 91.2 | 91.1 | |
| GreedyBase Model=LLaVA-1.5-7B, Sampling Strategy=Random2026.06 | 91 | 90.7 | |
| VLIModel=Qwen3-VL2026.01 | 89.23 | 88.79 | |
| VACoDeModel=Qwen3-VL-8B2025.10 | 89.07 | 89.63 | |
| ICLABackbone=Qwen2.5-VL-7B, Setting=Random2026.02 | 89.03 | 88.28 | |
| MultinomialModel=Qwen3-VL-8B2025.10 | 89.02 | 89.52 | |
| VCDModel=Qwen3-VL-8B2025.10 | 89 | 89.59 | |
| Self-AugModel=Qwen3-VL-8B2025.10 | 88.68 | 89.25 | |
| DAMOBase Model=mPLUG-Owl2-7B, Sampling Strategy=Random2026.06 | 88.6 | 88.4 | |
| DAMOBackbone=Qwen2.5-VL-7B, Setting=Random2026.02 | 88.13 | 87.32 | |
| DeCoBackbone=Qwen2.5-VL-7B, Setting=Random2026.02 | 88.1 | 87.27 | |
| ICLABackbone=LLaVA1.5-7B, Setting=Random2026.02 | 87.7 | 88.8 | |
| VCDModel=Qwen3-VL2026.01 | 87.68 | 87.33 | |
| VanillaBackbone=Qwen2.5-VL-7B, Setting=Random2026.02 | 87.63 | 87.06 | |
| CICDModel=Qwen3-VL2026.01 | 87.53 | 87.18 | |
| DoLABackbone=LLaVA1.5-7B, Setting=Random2026.02 | 87.37 | 88.55 | |
| VanillaBackbone=LLaVA1.5-7B, Setting=Random2026.02 | 87.33 | 88.52 | |
| OriginModel=Qwen3-VL2026.01 | 87.13 | 86.82 | |
| POVIDBackbone=LLaVA1.5-7B, Setting=Random2026.02 | 87.07 | 88.29 | |
| ICLABackbone=Qwen2.5-VL-7B, Setting=Popular2026.02 | 87.07 | 86.37 | |
| OPERAModel=Qwen3-VL2026.01 | 86.93 | 86.38 | |
| VTIModel=Qwen3-VL2026.01 | 86.53 | 85.83 | |
| DAMOBackbone=LLaVA1.5-7B, Setting=Random2026.02 | 86.53 | 87.93 | |
| DAMOBackbone=Qwen2.5-VL-7B, Setting=Popular2026.02 | 86.27 | 85.56 | |
| DeCoBackbone=Qwen2.5-VL-7B, Setting=Popular2026.02 | 86.2 | 85.45 | |
| VLIModel=LLaVA-1.52026.01 | 85.87 | 85.54 | |
| VanillaBackbone=Qwen2.5-VL-7B, Setting=Popular2026.02 | 85.83 | 85.32 | |
| VCDBackbone=LLaVA1.5-7B, Setting=Random2026.02 | 85 | 86.52 | |
| NulluModel=Qwen3-VL2026.01 | 84.93 | 83.53 | |
| DeCoBackbone=LLaVA1.5-7B, Setting=Random2026.02 | 84.67 | 86.53 | |
| ClearSightModel=LLaVA-1.52026.01 | 84.58 | 84.23 | |
| FADEBase Model=mPLUG-Owl2-7B, Sampling Strategy=Popular2026.06 | 84.5 | 85.1 | |
| DoLABackbone=Qwen2.5-VL-7B, Setting=Random2026.02 | 84.43 | 85.91 | |
| Self-AugModel=LLaVA-1.5-13B2025.10 | 84.25 | 84.13 | |
| OPERAModel=LLaVA-1.52026.01 | 84.13 | 83.77 | |
| VTIModel=LLaVA-1.52026.01 | 83.87 | 83.54 | |
| NulluModel=LLaVA-1.52026.01 | 83.02 | 82.54 | |
| DoLABackbone=Qwen2.5-VL-7B, Setting=Popular2026.02 | 83 | 84.66 | |
| Self-AugModel=LLaVA-1.5-7B2025.10 | 82.8 | 83.2 | |
| VACoDeModel=LLaVA-1.5-13B2025.10 | 82.34 | 83.08 | |
| VCDBase Model=LLaVA-1.5-7B, Sampling Strategy=Popular2026.06 | 82.3 | 84.5 | |
| CICDModel=LLaVA-1.52026.01 | 82.14 | 82.93 | |
| VCDModel=LLaVA-1.5-13B2025.10 | 81.93 | 82.16 | |
| ClearSightModel=Qwen3-VL2026.01 | 81.44 | 79.82 | |
| MultinomialModel=LLaVA-1.5-13B2025.10 | 80.97 | 80.79 | |
| ICLABackbone=Qwen2.5-VL-7B, Setting=Adversarial2026.02 | 80.93 | 81.6 | |
| VACoDeModel=LLaVA-1.5-7B2025.10 | 80.86 | 81.87 | |
| VCDBackbone=Qwen2.5-VL-7B, Setting=Random2026.02 | 80.77 | 87.86 | |
| ICLABackbone=LLaVA1.5-7B, Setting=Popular2026.02 | 80.57 | 83.39 | |
| POVIDBackbone=LLaVA1.5-7B, Setting=Popular2026.02 | 80.53 | 83.32 | |
| VCDModel=LLaVA-1.5-7B2025.10 | 80.51 | 81.11 | |
| DoLABackbone=LLaVA1.5-7B, Setting=Popular2026.02 | 80.47 | 83.33 | |
| VCDModel=LLaVA-1.52026.01 | 80.43 | 80.92 | |
| VanillaBackbone=LLaVA1.5-7B, Setting=Popular2026.02 | 80.3 | 83.22 | |
| DAMOBackbone=Qwen2.5-VL-7B, Setting=Adversarial2026.02 | 80.3 | 81.09 | |
| DeCoBackbone=Qwen2.5-VL-7B, Setting=Adversarial2026.02 | 80.1 | 80.93 | |
| DAMOBackbone=LLaVA1.5-7B, Setting=Popular2026.02 | 79.97 | 83.04 | |
| MultinomialModel=LLaVA-1.5-7B2025.10 | 79.81 | 79.86 | |
| OriginModel=LLaVA-1.52026.01 | 79.54 | 79.81 | |
| VanillaBackbone=Qwen2.5-VL-7B, Setting=Adversarial2026.02 | 79.53 | 80.73 | |
| FADEBase Model=LLaVA-1.5-7B, Sampling Strategy=Adversarial2026.06 | 79.5 | 81.4 | |
| VACoDeModel=Qwen-VL2025.10 | 78.98 | 78.02 | |
| VCDModel=Qwen-VL2025.10 | 78.85 | 77.73 | |
| Self-AugModel=Qwen-VL2025.10 | 78.23 | 76.78 | |
| DeCoBackbone=LLaVA1.5-7B, Setting=Popular2026.02 | 77.47 | 81.39 | |
| VCDBackbone=LLaVA1.5-7B, Setting=Popular2026.02 | 77.43 | 81.02 | |
| MultinomialModel=Qwen-VL2025.10 | 76.64 | 74.68 | |
| DoLABackbone=Qwen2.5-VL-7B, Setting=Adversarial2026.02 | 76.57 | 80.91 | |
| FADEBase Model=InstructBLIP-7B, Sampling Strategy=Adversarial2026.06 | 75.3 | 77.8 | |
| VCDBackbone=Qwen2.5-VL-7B, Setting=Popular2026.02 | 74.37 | 85.48 | |
| Self-AugModel=InstructBLIP2025.10 | 72.09 | 75.37 | |
| VCDBackbone=Qwen2.5-VL-7B, Setting=Adversarial2026.02 | 72.03 | 80.73 | |
| VACoDeModel=InstructBLIP2025.10 | 70.01 | 73.4 | |
| ICLABackbone=LLaVA1.5-7B, Setting=Adversarial2026.02 | 69.73 | 76.32 | |
| DoLABackbone=LLaVA1.5-7B, Setting=Adversarial2026.02 | 69.53 | 76.22 | |
| POVIDBackbone=LLaVA1.5-7B, Setting=Adversarial2026.02 | 69.47 | 76.18 | |
| VanillaBackbone=LLaVA1.5-7B, Setting=Adversarial2026.02 | 69.37 | 76.12 | |
| VCDModel=InstructBLIP2025.10 | 69.26 | 72.23 | |
| DAMOBackbone=LLaVA1.5-7B, Setting=Adversarial2026.02 | 68.97 | 75.96 | |
| VCDBackbone=LLaVA1.5-7B, Setting=Adversarial2026.02 | 67.97 | 75.05 | |
| DeCoBackbone=LLaVA1.5-7B, Setting=Adversarial2026.02 | 67.03 | 74.93 | |
| PAIBase Model=InstructBLIP-7B, Sampling Strategy=Random2026.06 | 66.2 | 71.8 | |
| MultinomialModel=InstructBLIP2025.10 | 65.52 | 68.36 |