Denoising Convolutional Autoencoder: A deep learning framework that reconstructs enhanced, high-resolution signals by removing noise from lower resolution inputs.

At 1 sample per pixel (spp), the Monte Carlo integration of indirect illumination results in very noisy images, and the problem can therefore be framed as reconstruction instead of denoising. Previous ...

A group of scientists led by researchers from the University of New South Wales (UNSW) in Australia has developed a novel deep-learning method for denoising outdoor electroluminescence (EL) images ...