17 citations · 20 across the 3 of their papers we have counts for
6 papers
Automated age-related macular degeneration area estimation -- first results
Rokas Pečiulis, Mantas Lukoševičius, Algimantas Kriščiukaitis +2
This work aims to research an automatic method for detecting Age-related Macular Degeneration (AMD) lesions in RGB eye fundus images. For this, we align invasively obtained eye fun…
Generating abstractive summaries of Lithuanian news articles using a transformer model
Lukas Stankevičius, Mantas Lukoševičius
In this work, we train the first monolingual Lithuanian transformer model on a relatively large corpus of Lithuanian news articles and compare various output decoding algorithms fo…
Efficient implementations of echo state network cross-validation
Mantas Lukoševičius, Arnas Uselis
Background/introduction: Cross-Validation (CV) is still uncommon in time series modeling. Echo State Networks (ESNs), as a prime example of Reservoir Computing (RC) models, are kno…
Localized convolutional neural networks for geospatial wind forecasting
Arnas Uselis, Mantas Lukoševičius, Lukas Stasytis
Convolutional Neural Networks (CNN) possess many positive qualities when it comes to spatial raster data. Translation invariance enables CNNs to detect features regardless of their…
Testing pre-trained Transformer models for Lithuanian news clustering
Lukas Stankevičius, Mantas Lukoševičius
A recent introduction of Transformer deep learning architecture made breakthroughs in various natural language processing tasks. However, non-English languages could not leverage s…
Efficient Cross-Validation of Echo State Networks
Mantas Lukoševičius, Arnas Uselis
Echo State Networks (ESNs) are known for their fast and precise one-shot learning of time series. But they often need good hyper-parameter tuning for best performance. For this goo…