Convolutional Neural Network

Hyper-parameter optimization of convolutional neural networks for classifying COVID-19 X-ray images

For more than a year the COVID-19 epidemic is threatening people all over the world. Numerous researchers are looking for all possible …

Grega Vrbančič, Špela Pečnik, Vili Podgorelec

Efficient ensemble for image-based identification of Pneumonia utilizing deep CNN and SGD with warm restarts

Childhood pneumonia, the leading cause of children mortality globally, is most commonly diagnosed based on the radiographic data, which …

Grega Vrbančič, Vili Podgorelec

Automatic Detection of Heartbeats in Heart Sound Signals Using Deep Convolutional Neural Networks

The analysis of non-stationary signals commonly includes the signal segmentation process, dividing such signals into smaller time …

Grega Vrbančič, Iztok Jr. Fister, Vili Podgorelec

Automatic Classification of Motor Impairment Neural Disorders from EEG Signals Using Deep Convolutional Neural Networks

The analysis of biomedical signals, such as the EEGs for measuring brain activity, provides means for the diagnosis of various …

Grega Vrbančič, Vili Podgorelec