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All Journal International Journal of Artificial Intelligence Research
Anita Sindar R M Sinaga
STMIK Penusa Medan
Computer Science & IT Electrical & Electronics Engineering

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The Comparison of Signature Verification Result Using 2DPCA Method and SSE Method Anita Sindar R M Sinaga
International Journal of Artificial Intelligence Research Vol 2, No 1 (2018): June 2018
Publisher : STMIK Dharma Wacana

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (651.523 KB) | DOI: 10.29099/ijair.v2i1.38

Abstract

The rate of speed and validation verify to be a reference of quality information and reliable results. Everyone has signature characteristics but it will be difficult to match original signatures with a clone. Two Dimensional Principal Component Analysis (2DPCA) method, Sum Equal Error (SSE) method includes a method that can provide accurate data verification value of 90% - 98%. Results of scanned signatures, converted from RGB image - grayscale - black white (binary color). The extraction process of each method requires experimental data as a data source in pixel size. Digital image consists of a collection of pixels then each image is converted in a matrix. Preprocessing Method 2 DPCA each data is divided into data planning and data testing. Extraction on SSE method, each data sought histogram value and total black value. This study yields a comparison of the suitability of the extraction results of each method. Both of these methods have a data accuracy rate of 97% - 98%. When compared to the results of the accuracy of image verification with 2DPCA method: SSE is 97%: 96%. With the same data source will be tested result of 2DPCA method with SSE method.
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