On improvements of neural network accuracy with fixed number of active neurons. - Natalia Sokolova; Dmitry P. Nikolaev; Dmitry Polevoy (ICMV, 2014)

Pixel-Based Iris and Pupil Segmentation in Cataract Surgery Videos Using Mask R-CNN. - Natalia Sokolova; Mario Taschwer; Stephanie Sarny; Doris Putzgruber-Adamitsch; Klaus Schoeffmann (ISBI Workshops, 2020)

Evaluating the Generalization Performance of Instrument Classification in Cataract Surgery Videos. - Natalia Sokolova; Klaus Schoeffmann; Mario Taschwer; Doris Putzgruber-Adamitsch; Yosuf El-Shabrawi (MMM (2), 2020)

A versatile, semi-automated image analysis workflow for time-lapse camera trap image classification. - Gerardo Celis; Peter Ungar; Aleksandr Sokolov; Natalia Sokolova; Hanna Böhner; Desheng Liu; Olivier Gilg; Ivan Fufachev; Olga Pokrovskaya; Rolf A. Ims; Wenbo Zhou; Dan Morris 001; et al. (Ecol. Informatics, 2024)