27 citations · 40 across the 14 of their papers we have counts for
3 papers · 1 filter
A CNN regression model to estimate buildings height maps using Sentinel-1 SAR and Sentinel-2 MSI time series
Ritu Yadav, Andrea Nascetti, Yifang Ban
Accurate estimation of building heights is essential for urban planning, infrastructure management, and environmental analysis. In this study, we propose a supervised Multimodal Bu…
Context-Aware Change Detection With Semi-Supervised Learning
Ritu Yadav, Andrea Nascetti, Yifang Ban
Change detection using earth observation data plays a vital role in quantifying the impact of disasters in affected areas. While data sources like Sentinel-2 provide rich optical i…
Investigating Imbalances Between SAR and Optical Utilization for Multi-Modal Urban Mapping
Sebastian Hafner, Yifang Ban, Andrea Nascetti
Accurate urban maps provide essential information to support sustainable urban development. Recent urban mapping methods use multi-modal deep neural networks to fuse Synthetic Aper…