Flattening Layer Pruning in Convolutional Neural Networks. - Ernest Jeczmionek; Piotr A. Kowalski (Symmetry, 2021)

Input reduction of convolutional neural networks with global sensitivity analysis as a data-centric approach. - Ernest Jeczmionek; Piotr A. Kowalski (Neurocomputing, 2022)

Parallel complete gradient clustering algorithm and its properties. - Piotr A. Kowalski; Ernest Jeczmionek (Inf. Sci., 2022)

Choice of the p-norm for high level classification features pruning in modern convolutional neural networks with local sensitivity analysis. - Ernest Jeczmionek; Piotr A. Kowalski (Int. J. Appl. Math. Comput. Sci., 2023)

Classification of Wheat Species Using Convolutional Neural Networks: A Comparative Study. - Piotr A. Kowalski; Ernest Jeczmionek; Malgorzata Charytanowicz; Szymon Lukasik; Jerzy Niewczas; Piotr Kulczycki (FABULOUS, 2024)