Hallucination examination on EventHallusion
69.19Average ScoreSEASON
Evaluation Results
| Method | Links | |
|---|---|---|
| SEASONBackbone=LLaVA-OV-7B, Training-free=true2025.12 | 69.19 | |
| ArrowRLBackbone=QWEN2.5-VL-7B, Training-free=false2025.12 | 68.95 | |
| TCDBackbone=LLaVA-OV-7B, Training-free=true2025.12 | 68.46 | |
| RRPOBackbone=LLaVA-Video-7B, Training-free=false2025.12 | 67.97 | |
| SEASONBackbone=LLaVA-Video-7B, Training-free=true2025.12 | 66.99 | |
| SEASONBackbone=QWEN2.5-VL-7B, Training-free=true2025.12 | 66.01 | |
| TCDBackbone=QWEN2.5-VL-7B, Training-free=true2025.12 | 64.79 | |
| TCDBackbone=LLaVA-Video-7B, Training-free=true2025.12 | 64.3 | |
| DINO-HEALBackbone=LLaVA-Video-7B, Training-free=true2025.12 | 64.3 | |
| DINO-HEALBackbone=QWEN2.5-VL-7B, Training-free=true2025.12 | 63.57 | |
| LLaVA-Video-7BBackbone=N/A, Training-free=-2025.12 | 63.57 | |
| QWEN2.5-VL-7BBackbone=N/A, Training-free=-2025.12 | 63.33 | |
| TPOBackbone=LLaVA-Video-7B, Training-free=false2025.12 | 63.33 | |
| LLaVA-OV-7BBackbone=N/A, Training-free=-2025.12 | 60.15 | |
| DINO-HEALBackbone=LLaVA-OV-7B, Training-free=true2025.12 | 60.15 |