TY - GEN
T1 - Image denoising by arithmetic means based on similarity
AU - Takagi, Yutaka
AU - Ikehara, Masaaki
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2016/4/26
Y1 - 2016/4/26
N2 - In this paper, we propose a Non-Local Means algorithm-based denoising method. In conventional NLM, the weighting functions are acquired based on the similarity between target patch and its neighboring patches and then Gaussian-range kernel is calculated based on the similarity. Then, target patch is replaced by weighted means value of neighboring patches. In comparison, our method extracts similar patches by thresholding and only calculates simple arithmetic average. The method does not only outperform the conventional NLM but also implement with less computation. Finally, we compare the proposed and the conventional NLM, and validate the advantage.
AB - In this paper, we propose a Non-Local Means algorithm-based denoising method. In conventional NLM, the weighting functions are acquired based on the similarity between target patch and its neighboring patches and then Gaussian-range kernel is calculated based on the similarity. Then, target patch is replaced by weighted means value of neighboring patches. In comparison, our method extracts similar patches by thresholding and only calculates simple arithmetic average. The method does not only outperform the conventional NLM but also implement with less computation. Finally, we compare the proposed and the conventional NLM, and validate the advantage.
UR - http://www.scopus.com/inward/record.url?scp=84973596632&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84973596632&partnerID=8YFLogxK
U2 - 10.1109/ICICS.2015.7459953
DO - 10.1109/ICICS.2015.7459953
M3 - Conference contribution
AN - SCOPUS:84973596632
T3 - 2015 10th International Conference on Information, Communications and Signal Processing, ICICS 2015
BT - 2015 10th International Conference on Information, Communications and Signal Processing, ICICS 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th International Conference on Information, Communications and Signal Processing, ICICS 2015
Y2 - 2 December 2015 through 4 December 2015
ER -