Open-set Few-shot Attribution on OmniFake Part III
78.98AccuracyOmniDFA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OmniDFAN-way=5-way, K-shot=10-shot2025.09 | 78.98 | 78.24 | |
| FSDN-way=5-way, K-shot=10-shot2025.09 | 77.4 | 76.96 | |
| OOC-CLIPN-way=5-way, K-shot=10-shot2025.09 | 63.13 | 62.45 | |
| UnivAttrN-way=5-way, K-shot=10-shot2025.09 | 61.38 | 60.16 | |
| FSDN-way=15-way, K-shot=10-shot2025.09 | 60.81 | 59.93 | |
| ComForN-way=5-way, K-shot=10-shot2025.09 | 60.4 | 59.32 | |
| OmniDFAN-way=15-way, K-shot=10-shot2025.09 | 60.26 | 58.73 | |
| CPLN-way=5-way, K-shot=10-shot2025.09 | 55.73 | 53.68 | |
| POSEN-way=5-way, K-shot=10-shot2025.09 | 53.2 | 50.11 | |
| SiameseNetN-way=5-way, K-shot=10-shot2025.09 | 51.04 | 48.95 | |
| DNA-DetN-way=5-way, K-shot=10-shot2025.09 | 50.73 | 49.31 | |
| OOC-CLIPN-way=15-way, K-shot=10-shot2025.09 | 44.3 | 42.96 | |
| UnivAttrN-way=15-way, K-shot=10-shot2025.09 | 42.99 | 41.15 | |
| ComForN-way=15-way, K-shot=10-shot2025.09 | 40.45 | 38.9 | |
| POSEN-way=15-way, K-shot=10-shot2025.09 | 38.52 | 34.68 | |
| CPLN-way=15-way, K-shot=10-shot2025.09 | 38.31 | 34.89 | |
| SiameseNetN-way=15-way, K-shot=10-shot2025.09 | 36.34 | 32.17 | |
| DNA-DetN-way=15-way, K-shot=10-shot2025.09 | 29.7 | 28.24 |