Combining graph edit distance and triplet networks for offline signature verification.

Pattern Recognition Letters(2019)

引用 36|浏览43
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摘要
•Combination of a structural and a statistical signature verification system.•The structural approach is based on an approximation of the graph edit distance.•The statistical approach is based on a convolutional neural network with triplet loss.•Combined approach improves significantly compared to individual approaches.•Excellent results on 4 public datasets despite being trained on synthetic data only.
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关键词
Offline signature verification,Graph edit distance,Metric learning,Deep convolutional neural network,Triplet network
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