Handwritten Signature Verification on MCYT
2.68EER (Standard)Continual SigNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Continual SigNetBackbone=SigNet (AlexNet-based), WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 2.68 | 3.11 | 0.47 | 93.9 | 0.009 | |
| Continual ResNet152Backbone=ResNet152, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 3.53 | 4.84 | 0.06 | 61 | 0.001 | |
| ResNet18 CL + KD: GEOM with BCBackbone=ResNet18, KD Strategy=GEOM with BC, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 4.16 | 5.42 | 0.02 | 66.9 | 0.002 | |
| ResNet18 CL + KD: GEOM with TCEBackbone=ResNet18, KD Strategy=GEOM with TCE, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 4.26 | 5.68 | 0 | 58.4 | 0.005 | |
| ResNet18 CL + KD: GEOM with BTBackbone=ResNet18, KD Strategy=GEOM with BT, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 4.32 | 3.95 | 0.59 | 91.6 | 0.015 | |
| Continual ViTBackbone=Vision Transformer, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 6.32 | 9.63 | 0 | 1.5 | 0.017 |