41 citations · 109 across the 14 of their papers we have counts for
5 papers · 1 filter
Crop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations
Nando Metzger, Mehmet Ozgur Turkoglu, Stefano D'Aronco +2
Optical satellite sensors cannot see the Earth's surface through clouds. Despite the periodic revisit cycle, image sequences acquired by Earth observation satellites are therefore…
Deep Active Learning in Remote Sensing for data efficient Change Detection
Vít Růžička, Stefano D'Aronco, Jan Dirk Wegner +1
We investigate active learning in the context of deep neural network models for change detection and map updating. Active learning is a natural choice for a number of remote sensin…
Water level prediction from social media images with a multi-task ranking approach
P. Chaudhary, S. D'Aronco, J. P. Leitao +2
Floods are among the most frequent and catastrophic natural disasters and affect millions of people worldwide. It is important to create accurate flood maps to plan (offline) and c…
GeoGraph: Learning graph-based multi-view object detection with geometric cues end-to-end
Ahmed Samy Nassar, Stefano D'Aronco, Sébastien Lefèvre +1
In this paper we propose an end-to-end learnable approach that detects static urban objects from multiple views, re-identifies instances, and finally assigns a geographic position…
Fine-grained Species Recognition with Privileged Pooling: Better Sample Efficiency Through Supervised Attention
Andres C. Rodriguez, Stefano D'Aronco, Konrad Schindler +1
We propose a scheme for supervised image classification that uses privileged information, in the form of keypoint annotations for the training data, to learn strong models from sma…