arXiv subjects

Petro Liashchynskyi

Publications and source records attributed to Petro Liashchynskyi.

2 recordsLinked to original sources

arXiv2024

Method and Software Tool for Generating Artificial Databases of Biomedical Images Based on Deep Neural Networks

A wide variety of biomedical image data, as well as methods for generating training images using basic deep neural networks, were analyzed. Additionally, all platforms for creating images were analyzed, considering their characteristics. The article develops a method for generating artificial biomedical images based on GAN. GAN architecture has been developed for biomedical image synthesis. The data foundation and module for generating training images were designed and implemented in a software system. A comparison of the generated image database with known databases was made.

cs.LG↗

arXiv2019

Grid Search, Random Search, Genetic Algorithm: A Big Comparison for NAS

In this paper, we compare the three most popular algorithms for hyperparameter optimization (Grid Search, Random Search, and Genetic Algorithm) and attempt to use them for neural architecture search (NAS). We use these algorithms for building a convolutional neural network (search architecture). Experimental results on CIFAR-10 dataset further demonstrate the performance difference between compared algorithms. The comparison results are based on the execution time of the above algorithms and accuracy of the proposed models.

cs.LG↗