no code implementations • 27 Jul 2019 • Jakub Nalepa, Lukasz Tulczyjew, Michal Myller, Michal Kawulok
Hyperspectral imaging provides detailed information about the scanned objects, as it captures their spectral characteristics within a large number of wavelength bands.
1 code implementation • 20 Jul 2019 • Jakub Nalepa, Michal Myller, Yasuteru Imai, Ken-ichi Honda, Tomomi Takeda, Marek Antoniak
Hyperspectral image analysis has become an important topic widely researched by the remote sensing community.
no code implementations • 23 Jun 2019 • Jakub Nalepa, Michal Myller, Michal Kawulok
Deep learning has established the state of the art in multiple fields, including hyperspectral image analysis.
no code implementations • 13 Mar 2019 • Jakub Nalepa, Michal Myller, Michal Kawulok
Data augmentation is a popular technique which helps improve generalization capabilities of deep neural networks.
1 code implementation • 8 Nov 2018 • Jakub Nalepa, Michal Myller, Michal Kawulok
Hyperspectral satellite imaging attracts enormous research attention in the remote sensing community, hence automated approaches for precise segmentation of such imagery are being rapidly developed.