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A Non-Local Means Filter for Removing the Poisson Noise

Authors :
Jin, Qiyu
Grama, Ion
Liu, Quansheng
Publication Year :
2013

Abstract

A new image denoising algorithm to deal with the Poisson noise model is given, which is based on the idea of Non-Local Mean. By using the "Oracle" concept, we establish a theorem to show that the Non-Local Means Filter can effectively deal with Poisson noise with some modification. Under the theoretical result, we construct our new algorithm called Non-Local Means Poisson Filter and demonstrate in theory that the filter converges at the usual optimal rate. The filter is as simple as the classic Non-Local Means and the simulation results show that our filter is very competitive.<br />Comment: 24pages,6figures. arXiv admin note: text overlap with arXiv:1211.6143, arXiv:1201.5968

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1309.4151
Document Type :
Working Paper