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Author

Nina Krašovec

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Open access Jul 2026

Noise-Aware Data Augmentation for Robust Road Detection in Small Satellite Imagery

The results show that augmentation is most useful for single-acquisition small satellite imagery, where it improves robustness to lower image quality, indicating that performance depended more on scene conditions than on perturbation strength.

Nina Krašovec, Aleš Marsetič · 0 citations
Open access Jul 2026

Using Deep Learning–Extracted Road Networks for More Accurate Small Satellite Geometric Correction

The upgraded version of the geometric correction module of the STORM processing chain can automatically orthorectify images from the NEMO-HD small satellite, which, like other small satellites, in principle has a lower signal-to-noise ratio (SNR) and higher radiometric variability.

Aleš Marsetič, P. Pehani, Nina Krašovec · 0 citations

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