no code implementations • 14 Jul 2021 • Basit O. Alawode, Motaz Alfarraj
The recent application of deep learning (DL) to various tasks has seen the performance of classical techniques surpassed by their DL-based counterparts.
no code implementations • 11 Jul 2021 • Basit O. Alawode, Mudassir Masood, Tarig Ballal, Tareq Al-Naffouri
Extensive experiments show that the DeepCoFiB performed quantitatively (in terms of PSNR and SSIM) and qualitatively (visually) better than many of the state-of-the-art denoising algorithms.
no code implementations • 10 Jul 2021 • Basit O. Alawode, Mudassir Masood, Tarig Ballal, Tareq Al-Naffouri
We extend this training approach to a reduced DnCNN (RDnCNN) network resulting in a faster denoising network with significantly reduced parameters and comparable performance to the DnCNN.
no code implementations • 10 Jul 2021 • Basit O. Alawode, Mudassir Masood, Tarig Ballal, Tareq Al-Naffouri
Many also distort images of lower resolution resulting in a partial or complete structural loss.