Open-set Few-shot Attribution on OmniFake Part I
69.04AccuracyOmniDFA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OmniDFAN-way=5-way, K-shot=10-shot2025.09 | 69.04 | 67.93 | |
| FSDN-way=5-way, K-shot=10-shot2025.09 | 67.32 | 66.07 | |
| ComForN-way=5-way, K-shot=10-shot2025.09 | 58.82 | 57.86 | |
| OOC-CLIPN-way=5-way, K-shot=10-shot2025.09 | 54.62 | 53.01 | |
| UnivAttrN-way=5-way, K-shot=10-shot2025.09 | 54.51 | 52.89 | |
| DNA-DetN-way=5-way, K-shot=10-shot2025.09 | 49.06 | 47.58 | |
| POSEN-way=5-way, K-shot=10-shot2025.09 | 47.27 | 45.82 | |
| CPLN-way=5-way, K-shot=10-shot2025.09 | 46.54 | 44.52 | |
| SiameseNetN-way=5-way, K-shot=10-shot2025.09 | 45.32 | 43.83 | |
| OmniDFAN-way=15-way, K-shot=10-shot2025.09 | 44.25 | 42.09 | |
| FSDN-way=15-way, K-shot=10-shot2025.09 | 42.47 | 40.88 | |
| ComForN-way=15-way, K-shot=10-shot2025.09 | 37.82 | 36.78 | |
| OOC-CLIPN-way=15-way, K-shot=10-shot2025.09 | 36.14 | 33.59 | |
| UnivAttrN-way=15-way, K-shot=10-shot2025.09 | 34.47 | 32.77 | |
| POSEN-way=15-way, K-shot=10-shot2025.09 | 29.61 | 26.52 | |
| DNA-DetN-way=15-way, K-shot=10-shot2025.09 | 28.41 | 26.69 | |
| SiameseNetN-way=15-way, K-shot=10-shot2025.09 | 28.3 | 24.89 | |
| CPLN-way=15-way, K-shot=10-shot2025.09 | 26.82 | 24.34 |