13 citations · 13 across the 1 of their papers we have counts for
6 papers · 1 filter
The Multi-Temporal Urban Development SpaceNet Dataset
Adam Van Etten, Daniel Hogan, Jesus Martinez-Manso +3
Satellite imagery analytics have numerous human development and disaster response applications, particularly when time series methods are involved. For example, quantifying populat…
RarePlanes: Synthetic Data Takes Flight
Jacob Shermeyer, Thomas Hossler, Adam Van Etten +3
RarePlanes is a unique open-source machine learning dataset that incorporates both real and synthetically generated satellite imagery. The RarePlanes dataset specifically focuses o…
Road Network and Travel Time Extraction from Multiple Look Angles with SpaceNet Data
Adam Van Etten, Jacob Shermeyer, Daniel Hogan +2
Identification of road networks and optimal routes directly from remote sensing is of critical importance to a broad array of humanitarian and commercial applications. Yet while id…
SpaceNet MVOI: a Multi-View Overhead Imagery Dataset
Nicholas Weir, David Lindenbaum, Alexei Bastidas +5
Detection and segmentation of objects in overheard imagery is a challenging task. The variable density, random orientation, small size, and instance-to-instance heterogeneity of ob…
The Effects of Super-Resolution on Object Detection Performance in Satellite Imagery
Jacob Shermeyer, Adam Van Etten
We explore the application of super-resolution techniques to satellite imagery, and the effects of these techniques on object detection algorithm performance. Specifically, we enha…
Assessment of electrical and infrastructure recovery in Puerto Rico following hurricane Maria using a multisource time series of satellite imagery
Jacob Shermeyer
Puerto Rico suffered severe damage from the category 5 hurricane (Maria) in September 2017. Total monetary damages are estimated to be ~92 billion USD, the third most costly tropic…