INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
In today’s generation, machine learning researchers are successfully studying the verification and validation of handwritten signatures. Each individual has a distinct signature that is primarily utilized for reasons related to private verification and identification of significant papers or legal transactions. Finding out whether the signature is genuine or fake is the goal of signature authentication. The aim of this paper is to gain multi-class classification and high accuracy with a sample of training signatures. Using a variety of image processing methods, images are preprocessed to separate the signature elements from the background pixels. In this paper, for the creation of the model we have used 24 genuine signatures from 75 different users and 10 forged signatures from 75 different users. For the classification of names and real–forged classification, we have used a pre-trained network transfer learning named the VGG16 model in which 1.2 million images were used to train a convolutional neural network to classify 1000 distinct categories.
"Handwritten Signature Recognition System", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 4, page no.e240-e249, April-2023, Available :http://www.ijnrd.org/papers/IJNRD2304433.pdf
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2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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