Model Attribution on GM-FFHQ (test)
66.1AccuracyManiFPT_FREQ
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ManiFPT_FREQEmbedding Space=FREQ, Embedding map=Channelwise FFT2024.02 | 66.1 | 57.6 | |
| ManiFPT_RGBEmbedding Space=RGB, Embedding map=Identity2024.02 | 65.3 | 50.1 | |
| Wang20Type=Learned representation2024.02 | 64.2 | 37.9 | |
| ManiFPT_SSLEmbedding Space=SSL, Embedding map=Pretrained BarlowTwin2024.02 | 63.8 | 40.9 | |
| ManiFPT_SLEmbedding Space=SL, Embedding map=Pretrained ResNet502024.02 | 63.2 | 49.8 | |
| Durall20Type=Frequency-based2024.02 | 60.9 | 37.9 | |
| Yu19Type=Learned representation2024.02 | 60.5 | 35.1 | |
| Dzanic20Type=Frequency-based2024.02 | 55.7 | 30.3 | |
| Marra18Type=Learned representation2024.02 | 53.2 | 30.4 | |
| Marra19Type=Learned representation2024.02 | 51.8 | 30.9 | |
| Nataraj19Type=Color-based2024.02 | 51.3 | 35.3 | |
| McClo18Type=Color-based2024.02 | 50.8 | 26.3 |