1993 SignatureVerificationUsingaSiam
- (Bromley et al., 1993) ⇒ Jane Bromley, Isabelle Guyon, Yann LeCun, Eduard Sackinger, and Roopak Shah. (1993). “Signature Verification Using a "Siamese" Time Delay Neural Network.” In: Proceedings of NIPS Neural Information Processing Systems (NIPS). doi:10.1142/S0218001493000339
Subject Headings:
Notes
Cited By
- http://scholar.google.com/scholar?q=%221993%22+Signature+Verification+Using+a+%22Siamese%22+Time+Delay+Neural+Network
- http://dl.acm.org/citation.cfm?id=2987189.2987282&preflayout=flat#citedby
2017
- (Minaee & Liu, 2017) ⇒ Shervin Minaee, and Zhu Liu. (2017). “Automatic Question-Answering Using A Deep Similarity Neural Network.” In: Proceedings of 2017_IEEE Global Conference on Signal and Information Processing (GlobalSIP). doi:10.1109/GlobalSIP.2017.8309095
Quotes
Author Keywords
- Dynamic Signature Verification; Artificial Neural Networks; Time Delay Neural Network; Touch-Sensitive Pads
Abstract
This paper describes the development of an algorithm for verification of signatures written on a touch-sensitive pad. The signature verification algorithm is based on an artificial neural network. The novel network presented here, called a "Siamese" time delay neural network, consists of two identical networks joined at their output. During training the network learns to measure the similarity between pairs of signatures. When used for verification, only one half of the Siamese network is evaluated. The output of this half network is the feature vector for the input signature. Verification consists of comparing this feature vector with a stored feature vector for the signer. Signatures closer than a chosen threshold to this stored representation are accepted, all other signatures are rejected as forgeries. System performance is illustrated with experiments performed in the laboratory.
References
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| Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
|---|---|---|---|---|---|---|---|---|---|---|
| 1993 SignatureVerificationUsingaSiam | Isabelle M. Guyon Yann LeCun Jane Bromley Eduard Sackinger Roopak Shah | Signature Verification Using a "Siamese" Time Delay Neural Network | 10.1142/S0218001493000339 | 1993 |