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27 October 2006 Fast classification and segmentation of high resolution color images of multiple and complicated objects
Weixing Wang
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Proceedings Volume 6047, Fourth International Conference on Photonics and Imaging in Biology and Medicine; 60471J (2006) https://doi.org/10.1117/12.710882
Event: Fourth International Conference on Photonics and Imaging in Biology and Medicine, 2005, Tianjin, China
Abstract
This paper presents a methodology for high resolution image classification and segmentation. The size and information volume of the images, taken by a high resolution digital camera, will be tens to hundreds times as the ones taken by an ordinary CCD camera. In order to speed up the image segmentation process of the large images, we classify the images first by using a low resolution image, then, segment them by a fast segmentation algorithm. The algorithm is studied mainly based on multi-resolution technique and the fusion of edge detection result and similarity segmentation result. By using this methodology, the whole image segmentation process time is reduced by tens' times than traditional segmentation methods, and the accuracy of the image segmentation is not decreased.
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Weixing Wang "Fast classification and segmentation of high resolution color images of multiple and complicated objects", Proc. SPIE 6047, Fourth International Conference on Photonics and Imaging in Biology and Medicine, 60471J (27 October 2006); https://doi.org/10.1117/12.710882
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KEYWORDS
Image segmentation
Image processing
Image processing algorithms and systems
Image resolution
Image classification
Detection and tracking algorithms
Edge detection
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