Handwritten Signature Verification on CEDAR
1.29EER (Standard, User)ResNet18 CL + KD: GEOM with BT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ResNet18 CL + KD: GEOM with BTBackbone=ResNet18, KD Strategy=GEOM with BT, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 1.29 | 1.29 | 1 | 99.3 | 0.009 | |
| ResNet18 CL + KD: GEOM with TCEBackbone=ResNet18, KD Strategy=GEOM with TCE, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 1.43 | 1.93 | 0.2 | 98.5 | 0.004 | |
| ResNet18 CL + KD: GEOM with BCBackbone=ResNet18, KD Strategy=GEOM with BC, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 2.39 | 1.93 | 0.04 | 100 | 0.009 | |
| Continual SigNetBackbone=SigNet (AlexNet-based), WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 2.61 | 2.39 | 0.53 | 99.7 | 0.01 | |
| Continual ResNet152Backbone=ResNet152, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 2.64 | 2.93 | 0.16 | 99 | 0.007 | |
| Continual ViTBackbone=Vision Transformer, WI Setting=true, Threshold Protocol=User-specific, Approach=Prototypical Signature Approach2026.06 | 3.14 | 3.18 | 0.91 | 99.9 | 0.007 |