A Fastest Patchwise Histogram Construction Algorithm based on Cloud-Computing Architecture

Chung-Chih Cheng, Fan-Chieh Cheng, Po-Hsiung Lin, Wen-Tzeng Huang and Shih-Chia Huang
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Chung-Chih Cheng: Department of Electronic Engineering, National Taipei University of Technology, Taipei City, Taiwan
Fan-Chieh Cheng: Department of Electronic Engineering, National Taipei University of Technology, Taipei City, Taiwan
Po-Hsiung Lin: Department of Electronic Engineering, National Taipei University of Technology, Taipei City, Taiwan
Wen-Tzeng Huang: Department of Electronic Engineering, National Taipei University of Technology, Taipei City, Taiwan
Shih-Chia Huang: Department of Electronic Engineering, National Taipei University of Technology, Taipei City, Taiwan

International Journal of Web Services Research (IJWSR), 2017, vol. 14, issue 1, 1-12

Abstract: The histogram in each patch of the input image is a useful feature applied for various development of image processing techniques. However, if the size of the input image is very large, the histogram construction of each patch in the image becomes very time-consuming. For applications involving the processing of several very large images, this paper proposes a superior patchwise histogram construction algorithm based on cloud-computing architecture that is faster than similar state-of-the-art approaches. Through the modern communication network, the computation cost can be easily shared to construct several patchwise histograms at the same time. The proposed algorithm is the fastest solution in the field as well as applicable to various data processing procedures related to probability distribution. Experimental results show that the proposed algorithm has the best performance compared to other related algorithms.

Date: 2017
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