Optical Mark Recognition using Modify Bi-directional Associative Memory
Optical Mark Recognition (OMR) is an important technology for applications that require speedy, high-accuracy processing of a huge volume of hand-filled forms. The aim of this technology is to reduce manual work, human effort, high accuracy in assessment, and minimize time for evaluation answer she...
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| Format: | Article |
| Language: | English |
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Tikrit University
2024-02-01
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| Series: | Tikrit Journal of Pure Science |
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| Online Access: | https://tjpsj.org/index.php/tjps/article/view/1454 |
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| author | Rusul Hussein Hasan Inaam Salman Aboud Rasha Majid Hassoon Ali saif aldeen Aubaid Khioon |
| author_facet | Rusul Hussein Hasan Inaam Salman Aboud Rasha Majid Hassoon Ali saif aldeen Aubaid Khioon |
| author_sort | Rusul Hussein Hasan |
| collection | DOAJ |
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Optical Mark Recognition (OMR) is an important technology for applications that require speedy, high-accuracy processing of a huge volume of hand-filled forms. The aim of this technology is to reduce manual work, human effort, high accuracy in assessment, and minimize time for evaluation answer sheets. This paper proposed OMR by using Modify Bidirectional Associative Memory (MBAM), MBAM has two phases (learning and analysis phases), it will learn on the answer sheets that contain the correct answers by giving its own code that represents the number of correct answers, then detection marks from answer sheets by using analysis phase. This proposal will be able to detect no selection or select more than one choice, in addition, using MBAM make it timeless because it will deal with a complete answer sheet, it no need to extract the answer boxes from the answers sheet. The proposed OMR exhibits accuracy is 99.998% in the recognition of marked and non-marked.
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| format | Article |
| id | doaj-art-b78205a6b672457fbcb37af00e10ccac |
| institution | Kabale University |
| issn | 1813-1662 2415-1726 |
| language | English |
| publishDate | 2024-02-01 |
| publisher | Tikrit University |
| record_format | Article |
| series | Tikrit Journal of Pure Science |
| spelling | doaj-art-b78205a6b672457fbcb37af00e10ccac2025-08-20T03:29:03ZengTikrit UniversityTikrit Journal of Pure Science1813-16622415-17262024-02-0129110.25130/tjps.v29i1.1454Optical Mark Recognition using Modify Bi-directional Associative MemoryRusul Hussein Hasan0Inaam Salman Aboud1Rasha Majid Hassoon2Ali saif aldeen Aubaid Khioon3University of Baghdad, IraqAl- Mustansiriya University, IraqUniversity of Baghdad, IraqUniversity of Baghdad, Iraq Optical Mark Recognition (OMR) is an important technology for applications that require speedy, high-accuracy processing of a huge volume of hand-filled forms. The aim of this technology is to reduce manual work, human effort, high accuracy in assessment, and minimize time for evaluation answer sheets. This paper proposed OMR by using Modify Bidirectional Associative Memory (MBAM), MBAM has two phases (learning and analysis phases), it will learn on the answer sheets that contain the correct answers by giving its own code that represents the number of correct answers, then detection marks from answer sheets by using analysis phase. This proposal will be able to detect no selection or select more than one choice, in addition, using MBAM make it timeless because it will deal with a complete answer sheet, it no need to extract the answer boxes from the answers sheet. The proposed OMR exhibits accuracy is 99.998% in the recognition of marked and non-marked. https://tjpsj.org/index.php/tjps/article/view/1454Associative MemoryImage ProcessingOptical Mark Recognition (OMR).Modify Bidirectional Associative Memory (MBAM) |
| spellingShingle | Rusul Hussein Hasan Inaam Salman Aboud Rasha Majid Hassoon Ali saif aldeen Aubaid Khioon Optical Mark Recognition using Modify Bi-directional Associative Memory Tikrit Journal of Pure Science Associative Memory Image Processing Optical Mark Recognition (OMR). Modify Bidirectional Associative Memory (MBAM) |
| title | Optical Mark Recognition using Modify Bi-directional Associative Memory |
| title_full | Optical Mark Recognition using Modify Bi-directional Associative Memory |
| title_fullStr | Optical Mark Recognition using Modify Bi-directional Associative Memory |
| title_full_unstemmed | Optical Mark Recognition using Modify Bi-directional Associative Memory |
| title_short | Optical Mark Recognition using Modify Bi-directional Associative Memory |
| title_sort | optical mark recognition using modify bi directional associative memory |
| topic | Associative Memory Image Processing Optical Mark Recognition (OMR). Modify Bidirectional Associative Memory (MBAM) |
| url | https://tjpsj.org/index.php/tjps/article/view/1454 |
| work_keys_str_mv | AT rusulhusseinhasan opticalmarkrecognitionusingmodifybidirectionalassociativememory AT inaamsalmanaboud opticalmarkrecognitionusingmodifybidirectionalassociativememory AT rashamajidhassoon opticalmarkrecognitionusingmodifybidirectionalassociativememory AT alisaifaldeenaubaidkhioon opticalmarkrecognitionusingmodifybidirectionalassociativememory |