Detection of Gaussian noise and its level using deep convolutional neural network

• Main Authors: Chuah, J.H., Khaw, H.Y., Soon, F.C., Chow, C.O.
• Format: Conference or Workshop Item
• Language: English
• Published: 2017
• Subjects: TK Electrical engineering. Electronics Nuclear engineering
• Online Access: http://eprints.um.edu.my/18965/1/Detection_of_Gaussian_noise_and_its_level_using_deep_convolutional_neural_network..pdf; http://eprints.um.edu.my/18965/; https://ieeexplore.ieee.org/document/8228272/

This study presents a Convolutional Neural Network (CNN) model to effectively recognize the presence of Gaussian noise and its level in images. The existing denoising approaches are mostly based on an assumption that the images to be processed are corrupted with noises. This work, on the other hand,...