Vision-Language Deepfake Detection on DDIM, PixArt, SD, SiT, and StyleGAN (Average)
89.02Accuracy (Acc)PRPO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRPO2025.09 | 89.02 | 91.4 | 89.42 | 89.91 | |
| Gemini-2.52025.09 | 85 | 94.23 | 74.44 | 80.31 | |
| DX-LLaVA2025.09 | 84.64 | 99.57 | 70.58 | 78.08 | |
| Gemma-3-27B-IT2025.09 | 66.44 | 65.69 | 70.55 | 67.64 | |
| Pixtral-12B2025.09 | 63.27 | 69.61 | 36.85 | 44.38 | |
| Qwen2.5-VL-32B2025.09 | 59.54 | 64.87 | 59.54 | 54.18 | |
| GPT-4o2025.09 | 57.96 | 73.38 | 57.96 | 63.11 | |
| LLaMA-4 Maverick2025.09 | 53.58 | 73.29 | 14.59 | 23.23 |