Contactless Palmprint Recognition using Deep Learning Technology
The interest of researchers in the subject of biometrics has increased, which has opened new horizons in people identification systems, and one of these measurements is the contactless palm print. Identification of people through a contactless palm print is very important in the process of identify...
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| Format: | Article |
| Language: | English |
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College of science, university of Diyala
2024-01-01
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| Series: | Academic Science Journal |
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| Online Access: | https://acadscij.uodiyala.edu.iq/index.php/Home/article/view/379 |
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| _version_ | 1849221180197699584 |
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| author | Salam Jabbar Abdu-al Kadhm Taha Mohammed Hassan |
| author_facet | Salam Jabbar Abdu-al Kadhm Taha Mohammed Hassan |
| author_sort | Salam Jabbar Abdu-al Kadhm |
| collection | DOAJ |
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The interest of researchers in the subject of biometrics has increased, which has opened new horizons in people identification systems, and one of these measurements is the contactless palm print. Identification of people through a contactless palm print is very important in the process of identifying terrorists and criminals whose faces are often covered. Therefore, a contactless palm print recognition system has been proposed through two pre-processing methods using a neural network. A Contrast Limited Adaptive Histogram Equalization (CLAHE) filter was used in the first processing of the data stage as well as the normalization method. The system was applied to several databases, including the standard Indian Institute of Technology Delhi (IITD) ones, and those collected from the Computer Department, College of Science, University of Diyala, After the process of data division, training and testing, the proposed system reached satisfactory results compared to previous work, and the accuracy was 99.95.
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| format | Article |
| id | doaj-art-332e7f837c694b5ca15c7e5e578bb046 |
| institution | Kabale University |
| issn | 2958-4612 2959-5568 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | College of science, university of Diyala |
| record_format | Article |
| series | Academic Science Journal |
| spelling | doaj-art-332e7f837c694b5ca15c7e5e578bb0462024-11-19T10:00:20ZengCollege of science, university of DiyalaAcademic Science Journal2958-46122959-55682024-01-012110.24237/ASJ.02.01.678BContactless Palmprint Recognition using Deep Learning TechnologySalam Jabbar Abdu-al KadhmTaha Mohammed Hassan The interest of researchers in the subject of biometrics has increased, which has opened new horizons in people identification systems, and one of these measurements is the contactless palm print. Identification of people through a contactless palm print is very important in the process of identifying terrorists and criminals whose faces are often covered. Therefore, a contactless palm print recognition system has been proposed through two pre-processing methods using a neural network. A Contrast Limited Adaptive Histogram Equalization (CLAHE) filter was used in the first processing of the data stage as well as the normalization method. The system was applied to several databases, including the standard Indian Institute of Technology Delhi (IITD) ones, and those collected from the Computer Department, College of Science, University of Diyala, After the process of data division, training and testing, the proposed system reached satisfactory results compared to previous work, and the accuracy was 99.95. https://acadscij.uodiyala.edu.iq/index.php/Home/article/view/379Contactless Palmprint, Image, Biometrics Techniques, Deep Learning, Recognition. |
| spellingShingle | Salam Jabbar Abdu-al Kadhm Taha Mohammed Hassan Contactless Palmprint Recognition using Deep Learning Technology Academic Science Journal Contactless Palmprint, Image, Biometrics Techniques, Deep Learning, Recognition. |
| title | Contactless Palmprint Recognition using Deep Learning Technology |
| title_full | Contactless Palmprint Recognition using Deep Learning Technology |
| title_fullStr | Contactless Palmprint Recognition using Deep Learning Technology |
| title_full_unstemmed | Contactless Palmprint Recognition using Deep Learning Technology |
| title_short | Contactless Palmprint Recognition using Deep Learning Technology |
| title_sort | contactless palmprint recognition using deep learning technology |
| topic | Contactless Palmprint, Image, Biometrics Techniques, Deep Learning, Recognition. |
| url | https://acadscij.uodiyala.edu.iq/index.php/Home/article/view/379 |
| work_keys_str_mv | AT salamjabbarabdualkadhm contactlesspalmprintrecognitionusingdeeplearningtechnology AT tahamohammedhassan contactlesspalmprintrecognitionusingdeeplearningtechnology |