Open-set Few-shot Attribution on OmniFake Average
75.34AccuracyOmniDFA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OmniDFAN-way=5-way, K-shot=10-shot2025.09 | 75.34 | 74.45 | |
| FSDN-way=5-way, K-shot=10-shot2025.09 | 73.31 | 72.52 | |
| ComForN-way=5-way, K-shot=10-shot2025.09 | 59.86 | 58.82 | |
| OOC-CLIPN-way=5-way, K-shot=10-shot2025.09 | 58.81 | 57.62 | |
| UnivAttrN-way=5-way, K-shot=10-shot2025.09 | 57.95 | 56.53 | |
| OmniDFAN-way=15-way, K-shot=10-shot2025.09 | 53.54 | 51.74 | |
| FSDN-way=15-way, K-shot=10-shot2025.09 | 52.28 | 51.07 | |
| POSEN-way=5-way, K-shot=10-shot2025.09 | 50.87 | 48.3 | |
| CPLN-way=5-way, K-shot=10-shot2025.09 | 50.23 | 48.28 | |
| DNA-DetN-way=5-way, K-shot=10-shot2025.09 | 49.47 | 47.83 | |
| SiameseNetN-way=5-way, K-shot=10-shot2025.09 | 48.96 | 46.81 | |
| OOC-CLIPN-way=15-way, K-shot=10-shot2025.09 | 39.17 | 37.26 | |
| ComForN-way=15-way, K-shot=10-shot2025.09 | 38.75 | 37.4 | |
| UnivAttrN-way=15-way, K-shot=10-shot2025.09 | 37.64 | 35.97 | |
| POSEN-way=15-way, K-shot=10-shot2025.09 | 33.53 | 30.02 | |
| SiameseNetN-way=15-way, K-shot=10-shot2025.09 | 31.72 | 28.08 | |
| CPLN-way=15-way, K-shot=10-shot2025.09 | 31.07 | 28.47 | |
| DNA-DetN-way=15-way, K-shot=10-shot2025.09 | 28.25 | 26.26 |