Hallucination Editing on VisionHall
66.08CLIP-SZINA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ZINAShot Setting=3-shot2025.06 | 66.08 | 74.36 | 44.02 | 50.39 | |
| LLaVA-OV-Qwen2-72BShot Setting=3-shot2025.06 | 65.74 | 73.91 | 20.81 | 26.81 | |
| GPT-4o (w/o images)Shot Setting=3-shot, Input Modality=text-only2025.06 | 65.66 | 73.99 | 23.34 | 27.99 | |
| GPT-4oShot Setting=3-shot2025.06 | 65.58 | 73.86 | 24.89 | 30.19 | |
| LLaVA-NeXT-Qwen-32BShot Setting=3-shot2025.06 | 65.34 | 73.47 | 24.29 | 31.06 | |
| Llama-3.2-90B-Vision-InstructShot Setting=3-shot2025.06 | 65.28 | 73.54 | 14.56 | 17.62 | |
| Qwen2-VL-7BShot Setting=3-shot2025.06 | 64.79 | 73.01 | 3.62 | 4.98 | |
| LLaVA-1.5-13BShot Setting=3-shot2025.06 | 64.74 | 73.02 | 5.08 | 6.71 | |
| Qwen2.5-VL-72B-InstructShot Setting=3-shot2025.06 | 64.38 | 72.99 | 18.85 | 23.67 | |
| LLaVA-OV-Qwen2-7BShot Setting=3-shot2025.06 | 64.06 | 72.4 | 3.39 | 3.39 | |
| LLaVA-1.5-7BShot Setting=3-shot2025.06 | 64.01 | 72.72 | 0.66 | 0.93 |