Search Results for author: Esin Guldogan

Found 4 papers, 1 papers with code

Super Neurons

no code implementations3 Aug 2021 Serkan Kiranyaz, Junaid Malik, Mehmet Yamac, Mert Duman, Ilke Adalioglu, Esin Guldogan, Turker Ince, Moncef Gabbouj

In this article, we present superior (generative) neuron models (or super neurons in short) that allow random or learnable kernel shifts and thus can increase the receptive field size of each connection.

Convolutional versus Self-Organized Operational Neural Networks for Real-World Blind Image Denoising

1 code implementation4 Mar 2021 Junaid Malik, Serkan Kiranyaz, Mehmet Yamac, Esin Guldogan, Moncef Gabbouj

Real-world blind denoising poses a unique image restoration challenge due to the non-deterministic nature of the underlying noise distribution.

Image Denoising Image Restoration

Single Frame Deblurring with Laplacian Filters

no code implementations17 Sep 2020 Baran Ataman, Esin Guldogan

Blind single image deblurring has been a challenge over many decades due to the ill-posed nature of the problem.

Deblurring Image Deblurring

HARK Side of Deep Learning -- From Grad Student Descent to Automated Machine Learning

no code implementations16 Apr 2019 Oguzhan Gencoglu, Mark van Gils, Esin Guldogan, Chamin Morikawa, Mehmet Süzen, Mathias Gruber, Jussi Leinonen, Heikki Huttunen

Recent advancements in machine learning research, i. e., deep learning, introduced methods that excel conventional algorithms as well as humans in several complex tasks, ranging from detection of objects in images and speech recognition to playing difficult strategic games.

BIG-bench Machine Learning Decision Making +2

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