Author

Erika Ardiles-Cruz

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Open access Sep 2026

Training-free post-disaster damage estimation with incomplete satellite images by integrating open data and fractional hot deck imputation

Analyzing satellite imagery is an essential step after a severe natural disaster for monitoring the level of damage and making the best decision. The current study proposes a fast post-disaster damage framework incorporating the remote sensing of imagery, entropy calculation, object detection using an advanced mach...

Dima Abuoliem, Erika Ardiles-Cruz, H. Ceylan et al. · Scientific Reports · 0 citations

Conference Jul 2026

DiffAugment-xView2: Leveraging Stable Diffusion with LoRA and ControlNet for Synthetic Data Augmentation in Earthquake Building Damage Assessment

Automated building damage assessment from postearthquake satellite imagery is a critical yet severely data-limited task. The xView2 Mexico earthquake subset presents an extreme class imbalance: of 6,105 annotated buildings extracted from 121 scene pairs, 99.1% are no-damage, while the destroyed class contains only one...

Yang K. Lu, Brenna Miller, Caiden Pleis et al. · International Conference on... · 0 citations