Omar DeGuchy

Deep Neural Networks for Low-resolution Photon-limited Imaging

In this paper, we implement deep learning methods to recover downsampled noisy signals often present in compressed sensing applications. As an alternative to relying on previously established optimization based algorithms, we implement stacked denoising autoencoders and convolutional neural networks…