| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Average (CASIAv1, Columbia, COVERAGE, IMD2020, NIST16) | DINOv3 + LoRA r=32 | F1 Score (Coverage)82.2 | 17 | 1mo ago | |
| NIST 16 | P-F10.292 | 15 | 3mo ago | ||
| IMD 2020 | SAPL | I-AUC90.6 | 15 | 3mo ago | |
| COVERAGE | SAPL | I-AUC77.2 | 15 | 3mo ago | |
| Columbia | I-AUC99.9 | 15 | 3mo ago | ||
| CASIA v1 | I-AUC94.8 | 15 | 3mo ago | ||
| IMD2020 | UniShield | Accuracy84 | 9 | 16d ago | |
| CASIA 1+ | UniShield | Accuracy97 | 9 | 16d ago | |
| CASIA v2.0 | HiFi-IFDL | F1 Score97.4 | 5 | 3mo ago | |
| DF 2023 | VAAS | Precision95.9 | 1 | 3mo ago |