Image Denoising using CNN in Deep Learning

Pennada Siva Satya Prasad, Kuruva Vamsi, Md. Ameeruddin, Annemneedi Lakshmanarao, Mounika Singampalli · 2023

Since noise distribution cannot be predicted, removing mixed noise from a picture is difficult. Additive white Gaussian and impulse noise are the most common mixed noises in noisy images. Many methods can eliminate picture noise. When removing noise from a photograph, examine its texture, edge, smoothness, and other factors. Deep learning convolutional neural networks denoise a photo in this research. This work has eliminated Gaussian, salt & pepper, impulse, and periodic noise. three metrics PSNR, SSIM, and MSE to evaluate denoised images.

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