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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국정보처리학회 JIPS(Journal of Information Processing Systems) JIPS(Journal of Information Processing Systems) 제11권 제3호
- 발행연도
- 2015.1
- 수록면
- 421 - 437 (17page)
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초록· 키워드
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This paper aims to present a supervised classification algorithm based on data fusion for the segmentation of the textured images. The feature extraction method we used is based on discrete wavelet transform (DWT). In the segmentation stage, the estimated feature vector of each pixel is sent to the support vector machine (SVM) classifier for initial labeling. To obtain a more accurate segmentation result, two strategies based on information fusion were used. We first integrated decision-level fusion strategies by combining decisions made by the SVM classifier within a sliding window. In the second strategy, the fuzzy set theory and rules based on probability theory were used to combine the scores obtained by SVM over a sliding window. Finally, the performance of the proposed segmentation algorithm was demonstrated on a variety of synthetic and real images and showed that the proposed data fusion method improved the classification accuracy compared to applying a SVM classifier. The results revealed that the overall accuracies of SVM classification of textured images is 88%, while our fusion methodology obtained an accuracy of up to 96%, depending on the size of the data base.
목차
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참고문헌 (24)
참고문헌 신청
A. K. Jain / 1991 / Unsupervised texture segmentation using Gabor filters / Pattern Recognition 24 (12) : 1167 ~ 1186
A. Suresh / 2012 / Feature fusion technique for colour texture classification system based on gray level co-occurrence matrix / Journal of Computer Science 8 (12) : 2106 ~ 2
B. Wang / 2003 / Supervised texture segmentation using wavelet transform / Proceedings of the 2003 International Conference on Neural Networks and Signal Processing : 1078 ~ 1082
C. S. Lu / 1997 / Unsupervised texture segmentation via wavelet transform / Pattern Recognition 30 (5) : 729 ~ 742
F. Mirzapour / 2013 / Using GLCM and Gabor filters for classification of PAN images / Proceedings of 2013 21st Iranian Conference on Electrical Engineering (ICEE) : 1 ~ 6
A. Suresh / 2012 / Feature fusion technique for colour texture classification system based on gray level co-occurrence matrix / Journal of Computer Science 8 (12) : 2106 ~ 2
B. Wang / 2003 / Supervised texture segmentation using wavelet transform / Proceedings of the 2003 International Conference on Neural Networks and Signal Processing : 1078 ~ 1082
C. S. Lu / 1997 / Unsupervised texture segmentation via wavelet transform / Pattern Recognition 30 (5) : 729 ~ 742
F. Mirzapour / 2013 / Using GLCM and Gabor filters for classification of PAN images / Proceedings of 2013 21st Iranian Conference on Electrical Engineering (ICEE) : 1 ~ 6
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