Denoise MNIST image with wavelet

조회 수: 2 (최근 30일)
konoha
konoha 2021년 7월 6일
답변: Pranjal Kaura 2021년 9월 2일
I am learning wavelet and using it to denoise MNIST image with white noise, so far, the results i got are not pleasant. what can i do for better result?
The middle images are added with white noise with variance 0.05 and the right images are the results from wdenoise2

답변 (1개)

Pranjal Kaura
Pranjal Kaura 2021년 9월 2일
Hey,
You can refer to this question to know more about denoising using wavelet. You can also refer to Wavelet Toolbox and select from many thresholding strategies and explore denoising signals and images by using the Wavelet Signal Denoiser and the Wavelet Analyzer.
Wavelet denoising is known to produce artificial artifacts and perform poorly when applied on images with high Signal to Noise Ratio, so you might want to check the SNR for the input images to the wavelet filter.
You can also look at other approaches to denoise your image, for e.g. using neural networks, Weiner filter etc

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