• BM3D VS 2-LAYER ONN 

      Malik, Junaid; Kiranyaz, Serkan; Yamac, Mehmet; Gabbouj, Moncef ( IEEE Computer Society , 2021 , Conference Paper)
      Despite their recent success on image denoising, the need for deep and complex architectures still hinders the practical usage of CNNs. Older but computationally more efficient methods such as BM3D remain a popular choice, ...
    • SELF-ORGANIZED RESIDUAL BLOCKS FOR IMAGE SUPER-RESOLUTION 

      Keleş, Onur; Tekalp, A. Murat; Malik, Junaid; Kιranyaz, Serkan ( IEEE Computer Society , 2021 , Conference Paper)
      It has become a standard practice to use the convolutional networks (ConvNet) with RELU non-linearity in image restoration and super-resolution (SR). Although the universal approximation theorem states that a multi-layer ...