Band Selection from Hyperspectral Images Using Attention-based Convolutional Neural Networks. - Pablo Ribalta Lorenzo; Lukasz Tulczyjew; Michal Marcinkiewicz; Jakub Nalepa (CoRR, 2018)

Segmenting Hyperspectral Images Using Spectral-Spatial Convolutional Neural Networks With Training-Time Data Augmentation. - Jakub Nalepa; Lukasz Tulczyjew; Michal Myller; Michal Kawulok (CoRR, 2019)

Hyperspectral Image Classification Using Spectral-Spatial Convolutional Neural Networks. - Jakub Nalepa; Lukasz Tulczyjew; Michal Myller; Michal Kawulok (IGARSS, 2020)

Hyperspectral Band Selection Using Attention-Based Convolutional Neural Networks. - Pablo Ribalta Lorenzo; Lukasz Tulczyjew; Michal Marcinkiewicz; Jakub Nalepa (IEEE Access, 2020)

Investigating the Impact of the Training Set Size on Deep Learning-Powered Hyperspectral Unmixing. - Lukasz Tulczyjew; Jakub Nalepa (IGARSS, 2021)

Unsupervised Feature Learning Using Recurrent Neural Nets for Segmenting Hyperspectral Images. - Lukasz Tulczyjew; Michal Kawulok; Jakub Nalepa (IEEE Geosci. Remote. Sens. Lett., 2021)

Towards On-Board Hyperspectral Satellite Image Segmentation: Understanding Robustness of Deep Learning through Simulating Acquisition Conditions. - Jakub Nalepa; Michal Myller; Marcin Cwiek; Lukasz Zak; Tomasz Lakota; Lukasz Tulczyjew; Michal Kawulok (Remote. Sens., 2021)

Deep Ensembles for Hyperspectral Image Data Classification and Unmixing. - Jakub Nalepa; Michal Myller; Lukasz Tulczyjew; Michal Kawulok (Remote. Sens., 2021)

Particle Swarm Optimization Configures the Route Minimization Algorithm. - Tomasz Jastrzab; Michal Myller; Lukasz Tulczyjew; Miroslaw Blocho; Wojciech Ryczko; Michal Kawulok; Jakub Nalepa (ICCS (1), 2022)

The Hyperview Challenge: Estimating Soil Parameters from Hyperspectral Images. - Jakub Nalepa; Bertrand Le Saux; Nicolas Longépé; Lukasz Tulczyjew; Michal Myller; Michal Kawulok; Krzysztof Smykala; Michal Gumiela (ICIP, 2022)

Extracting High-Resolution Cultivated Land Maps from Sentinel-2 Image Series. - Tomasz Tarasiewicz; Lukasz Tulczyjew; Michal Myller; Michal Kawulok; Nicolas Longépé; Jakub Nalepa (IGARSS, 2022)

Graph Neural Networks Extract High-Resolution Cultivated Land Maps From Sentinel-2 Image Series. - Lukasz Tulczyjew; Michal Kawulok; Nicolas Longépé; Bertrand Le Saux; Jakub Nalepa (IEEE Geosci. Remote. Sens. Lett., 2022)

A Multibranch Convolutional Neural Network for Hyperspectral Unmixing. - Lukasz Tulczyjew; Michal Kawulok; Nicolas Longépé; Bertrand Le Saux; Jakub Nalepa (IEEE Geosci. Remote. Sens. Lett., 2022)

Unbiased Validation of Hyperspectral Unmixing Algorithms. - Lukasz Tulczyjew; Michal Kawulok; Nicolas Longépé; Bertrand Le Saux; Jakub Nalepa (IGARSS, 2023)

Particle Swarm Optimization Meets Deep Learning for Estimating Root-Zone Soil Moisture from Hyperspectral Images. - Bogdan Ruszczak; Michal Myller; Lukasz Tulczyjew; Agata Wijata; Jakub Nalepa (GECCO Companion, 2024)

CANNIBAL Unveils the Hidden Gems: Hyperspectral Band Selection via Clustering of Weighted Variable Interaction Graphs. - Lukasz Tulczyjew; Michal Przewozniczek; Renato Tinós; Agata M. Wijata; Jakub Nalepa (GECCO, 2024)

LLMcap: Large Language Model for Unsupervised PCAP Failure Detection. - Lukasz Tulczyjew; Kinan Jarrah; Charles Abondo; Dina Bennett; Nathanael Weill (ICC Workshops, 2024)

Estimating Soil Parameters from Hyperspectral Imagesusing Ensembles of Classic and Deep Machine Learning Models. - Wiktor Gacek; Lukasz Tulczyjew; Agata M. Wijata; Nicolas Longépé; Bertrand Le Saux; Jakub Nalepa (IGARSS, 2024)

Soil Analysis with Very Few Labels Using Semi-Supervised Hyperspectral Image Classification. - Bartosz Grabowski; Agata M. Wijata; Lukasz Tulczyjew; Bertrand Le Saux; Jakub Nalepa (IGARSS, 2024)

Intuition-1: Toward In-Orbit Bare Soil Detection Using Spectral Vegetation Indices. - Agata M. Wijata; Tomasz Lakota; Marcin Cwiek; Bogdan Ruszczak; Michal Gumiela; Lukasz Tulczyjew; Andrzej Bartoszek; Nicolas Longépé; Krzysztof Smykala; Jakub Nalepa (IGARSS, 2024)

PCAPVision: PCAP-Based High-Velocity and Large-Volume Network Failure Detection. - Lukasz Tulczyjew; Ihor Biruk; Murat Bilgic; Charles Abondo; Nathanael Weill (NAIC, 2024)

Convolutional neural networks estimate root-zone soil moisture from hyperspectral images. - Lukasz Tulczyjew; Bogdan Ruszczak; Michal Myller; Agata M. Wijata; Dominika Boguszewska-Mankowska; Jakub Nalepa (VCIP, 2024)

Standardized validation of vehicle routing algorithms. - Tomasz Jastrzab; Michal Myller; Lukasz Tulczyjew; Miroslaw Blocho; Michal Kawulok; Adam Czornik; Jakub Nalepa (Appl. Intell., 2024)

Red Teaming Models for Hyperspectral Image Analysis Using Explainable AI. - Vladimir Zaigrajew; Hubert Baniecki; Lukasz Tulczyjew; Agata M. Wijata; Jakub Nalepa; Nicolas Longépé; Przemyslaw Biecek (CoRR, 2024)

Monitoring Forest Changes With Foundation Models and Sentinel-2 Time Series. - Jakub Sadel; Lukasz Tulczyjew; Agata M. Wijata; Mateusz Przeliorz; Jakub Nalepa (IEEE Geosci. Remote. Sens. Lett., 2025)