Online Signature Verification on DeepSignDB (Evaluation set)
2.43EER (Skilled Forgery)DeepSign
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeepSignRenroll=42026.04 | 2.43 | 0.91 | |
| DeepSignRenroll=12026.04 | 4.12 | 1.65 | |
| GAFSV-NetRenroll=42026.04 | 6.01 | 1.25 | |
| DTWRenroll=42026.04 | 6.14 | 2.01 | |
| MOMENTRenroll=4, Pre-trained=large time-series corpus, objective=same as GAFSV-Net2026.04 | 7.83 | 2.96 | |
| TCNRenroll=4, objective=same as GAFSV-Net2026.04 | 8.5 | 1.96 | |
| 1D-CNNRenroll=4, objective=same as GAFSV-Net2026.04 | 8.61 | 1.63 | |
| GAFSV-NetRenroll=12026.04 | 9.41 | 2.35 | |
| Vanilla TransformerRenroll=4, objective=same as GAFSV-Net2026.04 | 9.42 | 2.9 | |
| DTWRenroll=12026.04 | 9.87 | 3.82 | |
| MOMENTRenroll=1, Pre-trained=large time-series corpus, objective=same as GAFSV-Net2026.04 | 11.02 | 4.78 | |
| TCNRenroll=1, objective=same as GAFSV-Net2026.04 | 11.51 | 3.39 | |
| 1D-CNNRenroll=1, objective=same as GAFSV-Net2026.04 | 11.8 | 3.12 | |
| BiLSTMRenroll=4, objective=same as GAFSV-Net2026.04 | 12.8 | 3.74 | |
| Vanilla TransformerRenroll=1, objective=same as GAFSV-Net2026.04 | 13.2 | 4.89 | |
| BiGRURenroll=4, objective=same as GAFSV-Net2026.04 | 14.07 | 3.76 | |
| BiLSTMRenroll=1, objective=same as GAFSV-Net2026.04 | 16.36 | 5.48 | |
| BiGRURenroll=1, objective=same as GAFSV-Net2026.04 | 17.89 | 5.77 |