A decision-tree-based denoising approach for efficient removal of impulse noise

Chien Chuan Huang, Chih Yuan Lien, Pei-Yin Chen

研究成果: Conference contribution

2 引文 (Scopus)

摘要

Images are often corrupted by impulse noise in the procedures of image acquisition and transmission. In this paper, we propose a novel denoising method, which is based on the decision-tree and edge-preserving techniques, for the removal of random-valued impulse noise. Extensive experimental results show that the proposed technique not only preserves the edge features, but also obtains excellent performances in terms of quantitative evaluation and visual quality. Furthermore, the design requires only low computational compleXIty. It is very suitable for real-time embedded systems.

原文English
主出版物標題2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide
頁面74-79
頁數6
DOIs
出版狀態Published - 2010 十二月 1
事件2010 2nd International Symposium on Aware Computing, ISAC 2010 - Sapporo, Japan
持續時間: 2010 十一月 12010 十一月 4

出版系列

名字2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide

Other

Other2010 2nd International Symposium on Aware Computing, ISAC 2010
國家Japan
城市Sapporo
期間10-11-0110-11-04

指紋

Impulse noise
Decision trees
Image communication systems
Image acquisition
Real time systems
Embedded systems
Computational complexity

All Science Journal Classification (ASJC) codes

  • Computational Theory and Mathematics
  • Computer Science Applications

引用此文

Huang, C. C., Lien, C. Y., & Chen, P-Y. (2010). A decision-tree-based denoising approach for efficient removal of impulse noise. 於 2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide (頁 74-79). [5670454] (2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide). https://doi.org/10.1109/ISAC.2010.5670454
Huang, Chien Chuan ; Lien, Chih Yuan ; Chen, Pei-Yin. / A decision-tree-based denoising approach for efficient removal of impulse noise. 2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide. 2010. 頁 74-79 (2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide).
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Huang, CC, Lien, CY & Chen, P-Y 2010, A decision-tree-based denoising approach for efficient removal of impulse noise. 於 2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide., 5670454, 2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide, 頁 74-79, 2010 2nd International Symposium on Aware Computing, ISAC 2010, Sapporo, Japan, 10-11-01. https://doi.org/10.1109/ISAC.2010.5670454

A decision-tree-based denoising approach for efficient removal of impulse noise. / Huang, Chien Chuan; Lien, Chih Yuan; Chen, Pei-Yin.

2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide. 2010. p. 74-79 5670454 (2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide).

研究成果: Conference contribution

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Huang CC, Lien CY, Chen P-Y. A decision-tree-based denoising approach for efficient removal of impulse noise. 於 2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide. 2010. p. 74-79. 5670454. (2010 2nd International Symposium on Aware Computing, ISAC 2010 - Symposium Guide). https://doi.org/10.1109/ISAC.2010.5670454