R
Rob Strey
Publications - 1
Citations - 51
Rob Strey is an academic researcher. The author has contributed to research in topics: Deep learning & Ground truth. The author has an hindex of 1, co-authored 1 publications receiving 21 citations.
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Mapping Crop Types in Southeast India with Smartphone Crowdsourcing and Deep Learning
Sherrie Wang,Stefania Di Tommaso,Joey Faulkner,Thomas Friedel,Alexander Kennepohl,Rob Strey,David B. Lobell +6 more
TL;DR: This work explores the use of crowdsourced data, Sentinel-2 and DigitalGlobe imagery, and convolutional neural networks (CNNs) for crop type mapping in India, and illustrates the potential of non-traditional, high-volume/high-noise datasets forcrop type mapping, some improvements that neural networks can achieve over random forests, and the robustness of such methods against moderate levels of training set noise.