Impulse noise reduction using image fusion approach
Digital image enhancement has been a hot topic during the past decades. In this paper, we have established a new fusion based approach for impulse noise reduction from multi-sensors images. Image fusion is an important technique used in remote sensing, military and medical applications. In the propo...
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| Format: | Article |
| Language: | English |
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Institute of Electrical and Electronics Engineers Inc.
2017
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| Online Access: | http://ir.unimas.my/id/eprint/15988/ http://ir.unimas.my/id/eprint/15988/1/Impulse%20Noise%20Reduction%20using%20Image%20%28abstract%29.pdf |
| _version_ | 1848837964954599424 |
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| author | Khan, Najeebullah Khan, Sajidullah Chai, Wangyin |
| author_facet | Khan, Najeebullah Khan, Sajidullah Chai, Wangyin |
| author_sort | Khan, Najeebullah |
| building | UNIMAS Institutional Repository |
| collection | Online Access |
| description | Digital image enhancement has been a hot topic during the past decades. In this paper, we have established a new fusion based approach for impulse noise reduction from multi-sensors images. Image fusion is an important technique used in remote sensing, military and medical applications. In the proposed approach, firstly, only the uncorrupted pixels from multi-sensor images are grouped and then all those grouped pixels are filter with another state of the art approach for optimal results. The proposed approach is tested with several noisy images by finding the Mean Square Error, Peak Signal to Noise Ratio and Mutual Information values between the original and restored images. The experimental results show that the proposed algorithm outclasses all methods that individually de-noised and fused images. |
| first_indexed | 2025-11-15T06:48:02Z |
| format | Article |
| id | unimas-15988 |
| institution | Universiti Malaysia Sarawak |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T06:48:02Z |
| publishDate | 2017 |
| publisher | Institute of Electrical and Electronics Engineers Inc. |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | unimas-159882017-04-19T08:21:23Z http://ir.unimas.my/id/eprint/15988/ Impulse noise reduction using image fusion approach Khan, Najeebullah Khan, Sajidullah Chai, Wangyin T Technology (General) Digital image enhancement has been a hot topic during the past decades. In this paper, we have established a new fusion based approach for impulse noise reduction from multi-sensors images. Image fusion is an important technique used in remote sensing, military and medical applications. In the proposed approach, firstly, only the uncorrupted pixels from multi-sensor images are grouped and then all those grouped pixels are filter with another state of the art approach for optimal results. The proposed approach is tested with several noisy images by finding the Mean Square Error, Peak Signal to Noise Ratio and Mutual Information values between the original and restored images. The experimental results show that the proposed algorithm outclasses all methods that individually de-noised and fused images. Institute of Electrical and Electronics Engineers Inc. 2017-02-06 Article PeerReviewed text en http://ir.unimas.my/id/eprint/15988/1/Impulse%20Noise%20Reduction%20using%20Image%20%28abstract%29.pdf Khan, Najeebullah and Khan, Sajidullah and Chai, Wangyin (2017) Impulse noise reduction using image fusion approach. 2016 6th International Conference on Innovative Computing Technology, INTECH 2016. pp. 261-264. ISSN ISBN: 978-150902000-3 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85015262043&doi=10.1109%2fINTECH.2016.7845011&partnerID=40&md5=49dd187644a80ca9fbebe6cdd3b6c7e7 DOI: 10.1109/INTECH.2016.7845011 |
| spellingShingle | T Technology (General) Khan, Najeebullah Khan, Sajidullah Chai, Wangyin Impulse noise reduction using image fusion approach |
| title | Impulse noise reduction using image fusion approach |
| title_full | Impulse noise reduction using image fusion approach |
| title_fullStr | Impulse noise reduction using image fusion approach |
| title_full_unstemmed | Impulse noise reduction using image fusion approach |
| title_short | Impulse noise reduction using image fusion approach |
| title_sort | impulse noise reduction using image fusion approach |
| topic | T Technology (General) |
| url | http://ir.unimas.my/id/eprint/15988/ http://ir.unimas.my/id/eprint/15988/ http://ir.unimas.my/id/eprint/15988/ http://ir.unimas.my/id/eprint/15988/1/Impulse%20Noise%20Reduction%20using%20Image%20%28abstract%29.pdf |