Image resolution enhancement using improved edge directed interpolation algorithm
Image resolution enhancement is a process to convert the low-resolution (LR) image into a high-resolution (HR) image. This method is applied in many image processing field. One of the commonly used techniques for image resolution enhancement is interpolation. The results of pixel interpolation can v...
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| Format: | Conference or Workshop Item |
| Language: | English English |
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Institute of Electrical and Electronics Engineers Inc.
2019
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| Online Access: | http://umpir.ump.edu.my/id/eprint/37532/1/Image%20resolution%20enhancement%20using%20improved%20edge%20directed%20interpolation%20algorithm.pdf http://umpir.ump.edu.my/id/eprint/37532/2/Image%20resolution%20enhancement%20using%20improved%20edge%20directed%20interpolation%20algorithm_ABS.pdf |
| _version_ | 1825814949012701184 |
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| author | Hossain, Md Shamim Jalab, Hamid A. Kahtan, Hasan Azma, Abdullah |
| author_facet | Hossain, Md Shamim Jalab, Hamid A. Kahtan, Hasan Azma, Abdullah |
| author_sort | Hossain, Md Shamim |
| collection | UMP |
| description | Image resolution enhancement is a process to convert the low-resolution (LR) image into a high-resolution (HR) image. This method is applied in many image processing field. One of the commonly used techniques for image resolution enhancement is interpolation. The results of pixel interpolation can vary significantly depending on the interpolation algorithm. Moreover, the conventional interpolation methods are not efficient to assign accurate interpolation value to the HR edge pixels. Therefore, in this study, we propose an improved edge directed interpolation (EDI) algorithm, which is able to preserve the sharpness of edges. The proposed method is divided into three main steps: edge pixel filtering; bi-cubic interpolation, and EDI. The edge pixels and non-edge pixels are separated by the adaptive edge filtering method. After that bi-cubic interpolation is applied for non-edge pixels. The Lagrange interpolation polynomial is used for bi-cubic interpolation. Finally, an improved EDI is applied to the edge pixels. The proposed method is tested on the several standard grayscale images and compared with the existing methods. According to the evaluation results, the proposed method provides the higher performance of the subjective and objective quality than the standing EDI methods. |
| first_indexed | 2024-03-06T13:06:09Z |
| format | Conference or Workshop Item |
| id | UMPir37532 |
| institution | Universiti Malaysia Pahang |
| language | English English |
| last_indexed | 2024-03-06T13:06:09Z |
| publishDate | 2019 |
| publisher | Institute of Electrical and Electronics Engineers Inc. |
| record_format | dspace |
| spelling | UMPir375322023-08-23T07:20:55Z http://umpir.ump.edu.my/id/eprint/37532/ Image resolution enhancement using improved edge directed interpolation algorithm Hossain, Md Shamim Jalab, Hamid A. Kahtan, Hasan Azma, Abdullah QA75 Electronic computers. Computer science QA76 Computer software T Technology (General) TA Engineering (General). Civil engineering (General) Image resolution enhancement is a process to convert the low-resolution (LR) image into a high-resolution (HR) image. This method is applied in many image processing field. One of the commonly used techniques for image resolution enhancement is interpolation. The results of pixel interpolation can vary significantly depending on the interpolation algorithm. Moreover, the conventional interpolation methods are not efficient to assign accurate interpolation value to the HR edge pixels. Therefore, in this study, we propose an improved edge directed interpolation (EDI) algorithm, which is able to preserve the sharpness of edges. The proposed method is divided into three main steps: edge pixel filtering; bi-cubic interpolation, and EDI. The edge pixels and non-edge pixels are separated by the adaptive edge filtering method. After that bi-cubic interpolation is applied for non-edge pixels. The Lagrange interpolation polynomial is used for bi-cubic interpolation. Finally, an improved EDI is applied to the edge pixels. The proposed method is tested on the several standard grayscale images and compared with the existing methods. According to the evaluation results, the proposed method provides the higher performance of the subjective and objective quality than the standing EDI methods. Institute of Electrical and Electronics Engineers Inc. 2019-11 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/37532/1/Image%20resolution%20enhancement%20using%20improved%20edge%20directed%20interpolation%20algorithm.pdf pdf en http://umpir.ump.edu.my/id/eprint/37532/2/Image%20resolution%20enhancement%20using%20improved%20edge%20directed%20interpolation%20algorithm_ABS.pdf Hossain, Md Shamim and Jalab, Hamid A. and Kahtan, Hasan and Azma, Abdullah (2019) Image resolution enhancement using improved edge directed interpolation algorithm. In: Proceedings - 9th IEEE International Conference on Control System, Computing and Engineering, ICCSCE 2019 , 29 November-1 December 2019 , Penang. pp. 55-60. (9068535). ISSN 978-172813500-7 (Published) https://doi.org/10.1109/ICCSCE47578.2019.9068535 |
| spellingShingle | QA75 Electronic computers. Computer science QA76 Computer software T Technology (General) TA Engineering (General). Civil engineering (General) Hossain, Md Shamim Jalab, Hamid A. Kahtan, Hasan Azma, Abdullah Image resolution enhancement using improved edge directed interpolation algorithm |
| title | Image resolution enhancement using improved edge directed interpolation algorithm |
| title_full | Image resolution enhancement using improved edge directed interpolation algorithm |
| title_fullStr | Image resolution enhancement using improved edge directed interpolation algorithm |
| title_full_unstemmed | Image resolution enhancement using improved edge directed interpolation algorithm |
| title_short | Image resolution enhancement using improved edge directed interpolation algorithm |
| title_sort | image resolution enhancement using improved edge directed interpolation algorithm |
| topic | QA75 Electronic computers. Computer science QA76 Computer software T Technology (General) TA Engineering (General). Civil engineering (General) |
| url | http://umpir.ump.edu.my/id/eprint/37532/1/Image%20resolution%20enhancement%20using%20improved%20edge%20directed%20interpolation%20algorithm.pdf http://umpir.ump.edu.my/id/eprint/37532/2/Image%20resolution%20enhancement%20using%20improved%20edge%20directed%20interpolation%20algorithm_ABS.pdf |
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