• Progressive Operational Perceptrons 

      Kiranyaz, Mustafa Serkan; Ince T.; Iosifidis A.; Gabbouj M. ( Elsevier B.V. , 2017 , Article)
      There are well-known limitations and drawbacks on the performance and robustness of the feed-forward, fully-connected Artificial Neural Networks (ANNs), or the so-called Multi-Layer Perceptrons (MLPs). In this study we ...
    • Self-organized operational neural networks for severe image restoration problems 

      Malik J.; Kiranyaz, Mustafa Serkan; Gabbouj M. ( Elsevier Ltd , 2021 , Article)
      Discriminative learning based on convolutional neural networks (CNNs) aims to perform image restoration by learning from training examples of noisy-clean image pairs. It has become the go-to methodology for tackling image ...