Open-set Few-shot Attribution on OmniFake Part II
78AccuracyOmniDFA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OmniDFAN-way=5-way, K-shot=10-shot2025.09 | 78 | 77.19 | |
| FSDN-way=5-way, K-shot=10-shot2025.09 | 75.22 | 74.53 | |
| ComForN-way=5-way, K-shot=10-shot2025.09 | 60.35 | 59.28 | |
| OOC-CLIPN-way=5-way, K-shot=10-shot2025.09 | 58.68 | 57.4 | |
| UnivAttrN-way=5-way, K-shot=10-shot2025.09 | 57.95 | 56.53 | |
| OmniDFAN-way=15-way, K-shot=10-shot2025.09 | 56.11 | 54.39 | |
| FSDN-way=15-way, K-shot=10-shot2025.09 | 53.55 | 52.4 | |
| POSEN-way=5-way, K-shot=10-shot2025.09 | 52.13 | 48.97 | |
| SiameseNetN-way=5-way, K-shot=10-shot2025.09 | 50.52 | 47.65 | |
| DNA-DetN-way=5-way, K-shot=10-shot2025.09 | 48.63 | 46.6 | |
| CPLN-way=5-way, K-shot=10-shot2025.09 | 48.42 | 46.63 | |
| ComForN-way=15-way, K-shot=10-shot2025.09 | 37.98 | 36.53 | |
| OOC-CLIPN-way=15-way, K-shot=10-shot2025.09 | 37.07 | 35.23 | |
| UnivAttrN-way=15-way, K-shot=10-shot2025.09 | 35.45 | 33.99 | |
| POSEN-way=15-way, K-shot=10-shot2025.09 | 32.47 | 28.85 | |
| SiameseNetN-way=15-way, K-shot=10-shot2025.09 | 30.51 | 27.18 | |
| CPLN-way=15-way, K-shot=10-shot2025.09 | 28.09 | 26.19 | |
| DNA-DetN-way=15-way, K-shot=10-shot2025.09 | 26.65 | 23.84 |