Noise Invalidation Denoising

—A denoising technique based on noise invalidation is proposed. The adaptive approach derives a noise signature from the noise order statistics and utilizes the signature to denoise the data. The novelty of this approach is in presenting a general-purpose denoising in the sense that it does not need to employ any particular assumption on the structure of the noise-free signal, such as data smoothness or sparsity of the coefficients. An advantage of the method is in denoising the corrupted data in any complete basis transformation (orthogonal or non-orthogonal). Experimental results show that the proposed method, called noise invalidation denoising (NIDe), outperforms existing denoising approaches in terms of mean square error (MSE).

• Type: Journal
• Year: 2010
• Where: CORR
• Authors: Soosan Beheshti, Masoud Hashemi, Xiao-Ping Zhang, Nima Nikvand
• Keywords: CORR 2010, Denoising, Education, Noise Invalidation, —A Denoising Technique