Improved Filter Designs Using Image Processing Techniques for Color Vision Deficiency (CVD) Types
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| Publicado en: | Symmetry vol. 17, no. 7 (2025), p. 1046-1074 |
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| Otros Autores: | , , |
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MDPI AG
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| Acceso en línea: | Citation/Abstract Full Text + Graphics Full Text - PDF |
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| 001 | 3233254038 | ||
| 003 | UK-CbPIL | ||
| 022 | |a 2073-8994 | ||
| 024 | 7 | |a 10.3390/sym17071046 |2 doi | |
| 035 | |a 3233254038 | ||
| 045 | 2 | |b d20250101 |b d20251231 | |
| 084 | |a 231635 |2 nlm | ||
| 100 | 1 | |a Akalın Fatma |u Department of Information Systems Engineering, Faculty of Computer and Information Sciences, Sakarya University, 54187 Sakarya, Turkey | |
| 245 | 1 | |a Improved Filter Designs Using Image Processing Techniques for Color Vision Deficiency (CVD) Types | |
| 260 | |b MDPI AG |c 2025 | ||
| 513 | |a Journal Article | ||
| 520 | 3 | |a The eye is one of our five sense organs, where optical and neural structures are integrated. It works in synchrony with the brain, enabling the formation of meaningful images. However, lack of function, complete absence or structural abnormalities of cone cells in the cone cells in the retina causes the emergence of types of Color Vision Deficiency (CVD). This deficiency is characterized by the lack of clear vision in the use of colors in the same region of the spectrum, and greatly affects the quality of life of the patient. Therefore, it is important to develop filters that enable colors to be combined successfully. In this study, an original filter design was improved, built on a five-stage systematic structure that complements and supports itself. But optimization regarding performance value needs to be tested with objective methods independent of human decision. Therefore, in order to provide performance analyses based on objective evaluation criteria, original and enhanced images simulated by patients with seven different Color Vision Deficiency (CVD) types were classified with the MobileNet transfer learning model. The classification results show that the developed final filter greatly improves the differences in color perception levels in both eyes. Thus, color stimulation between the two eyes is more balanced, and perceptual symmetry is created. With perceptual symmetry, environmental colors are perceived more consistently and distinguishably, and the visual difficulties encountered by color blind individuals in daily life are reduced. | |
| 653 | |a Color vision | ||
| 653 | |a Sensory stimulation | ||
| 653 | |a Abnormalities | ||
| 653 | |a Diabetes | ||
| 653 | |a Accuracy | ||
| 653 | |a Deep learning | ||
| 653 | |a Success | ||
| 653 | |a Image filters | ||
| 653 | |a Neural networks | ||
| 653 | |a Medical imaging | ||
| 653 | |a Classification | ||
| 653 | |a Sense organs | ||
| 653 | |a Filter design (mathematics) | ||
| 653 | |a Eye diseases | ||
| 653 | |a Algorithms | ||
| 653 | |a Visual perception | ||
| 653 | |a Eye (anatomy) | ||
| 653 | |a Image processing | ||
| 653 | |a Symmetry | ||
| 653 | |a Morphology | ||
| 700 | 1 | |a Aksoy, Nilgün Özkan |u Department of Ophthalmology, Sakarya University Medical Education and Research Hospital, 54290 Sakarya, Turkey; naksoy@sakarya.edu.tr | |
| 700 | 1 | |a Top Dilara |u Department of Information Systems Engineering, Faculty of Computer and Information Sciences, Sakarya University, 54187 Sakarya, Turkey | |
| 700 | 1 | |a Kara Esma |u Department of Information Systems Engineering, Faculty of Computer and Information Sciences, Sakarya University, 54187 Sakarya, Turkey | |
| 773 | 0 | |t Symmetry |g vol. 17, no. 7 (2025), p. 1046-1074 | |
| 786 | 0 | |d ProQuest |t Engineering Database | |
| 856 | 4 | 1 | |3 Citation/Abstract |u https://www.proquest.com/docview/3233254038/abstract/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text + Graphics |u https://www.proquest.com/docview/3233254038/fulltextwithgraphics/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text - PDF |u https://www.proquest.com/docview/3233254038/fulltextPDF/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch |