Search Results for author: Basit O. Alawode

Found 4 papers, 0 papers with code

Meta-Optimization of Deep CNN for Image Denoising Using LSTM

no code implementations14 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.

Image Denoising

Details Preserving Deep Collaborative Filtering-Based Method for Image Denoising

no code implementations11 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.

Collaborative Filtering Image Denoising +1

Dense-Sparse Deep CNN Training for Image Denoising

no code implementations10 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.

Image Denoising

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