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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국지능시스템학회 INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS Vol.19 No.3
- 발행연도
- 2019.9
- 수록면
- 135 - 139 (5page)
- DOI
- 10.5391/IJFIS.2019.19.3.135
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초록· 키워드
오류제보하기
In biomedical images, one of the serious issues is noise which affects their coherent nature. To analyze the results for the detection and treatment of disease, it is essential to remove the noise. The advancement in brain imaging technologies requires reasonable techniques for pre-processing steps like denoising, deblurring, contrast enhancement, etc. Magnetic resonance imaging (MRI) images of the human brain are often corrupted with noises due to the application of various image acquisition techniques, operator performance, and types of equipment. In this paper, we evaluate several fuzzy logic based denoising filters. A combined approach of fuzzy logic and a convolutional autoencoder has been also used on a brain image dataset for the performance evaluation. The experimental results show that the combined approach performs better than other methods.
목차
Abstract
1. Introduction
2. Denoising Approaches
3. Experimental Results
4. Conclusion
References
참고문헌 (12)
참고문헌 신청
D. Kwon / 2013 / PORTR: pre-operative and post-recurrence brain tumor registration / IEEE Transactions on Medical Imaging 33(3):651~667
Kostadin Dabov / 2007 / Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering / IEEE Transactions on Image Processing 16(8):2080~2095
J. Portilla / 2003 / Image denoising using scale mixtures of gaussians in the wavelet domain / IEEE Transactions on Image Processing 12(11):1338~1351
R. R. Coifman / 1995 / Translation-Invariant Denoising / Springer
H. Q. Zhang / 2011 / A new filter algorithm of image based on fuzzy logical / Proceedings of 2011 International Symposium on Computer Science and Society :315~318
Kostadin Dabov / 2007 / Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering / IEEE Transactions on Image Processing 16(8):2080~2095
J. Portilla / 2003 / Image denoising using scale mixtures of gaussians in the wavelet domain / IEEE Transactions on Image Processing 12(11):1338~1351
R. R. Coifman / 1995 / Translation-Invariant Denoising / Springer
H. Q. Zhang / 2011 / A new filter algorithm of image based on fuzzy logical / Proceedings of 2011 International Symposium on Computer Science and Society :315~318
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