Training Data Exposure Detection on FashionGen
92.7AUCGradAudit
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GradAuditModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 92.7 | 66.8 | |
| LossModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 90.9 | 65.1 | |
| Min-KModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 90.4 | 53.7 | |
| ZlibModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 90 | 65.1 | |
| Min-K++Model=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 87.7 | 42.4 | |
| GradNormModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 78.8 | 49.2 | |
| DC-PDDModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 57.7 | 8.71 | |
| EntropyModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 52.4 | 5.5 | |
| M4IModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 51 | 6 | |
| ModRenyiModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 50 | 3.5 | |
| SimilarityModel=Qwen2-VL, Architecture=Generation, Params=2.3B, Training Stage=Fine-tuning2026.06 | 50 | 5.3 |