Medical Image Denoising Using Convolutional Denoising Autoencoders

• Published in: IEEE ... International Conference on Data Mining workshops pp. 241 - 246
• Main Author: Gondara, Lovedeep
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.12.2016
• Subjects: Biomedical imaging; convolutional autoencoder; Convolutional codes; denoising autoencoder; Image denoising; Noise level; Noise measurement; Noise reduction; Training

Image denoising is an important pre-processing step in medical image analysis. Different algorithms have been proposed in past three decades with varying denoising performances. More recently, having outperformed all conventional methods, deep learning based models have shown a great promise. These...