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Can a model trained on satellite data really find brambles on the ground?
Over the summer Gabriel Mahler has been conducting research on hedgehog habitat mapping using Agent Based Models (ABMs) and remote sensing. Hedgehogs seem to like brambles and so as part of his work he has produced a bramble map.
Some bramble on both sides of the path near the park entranceTrying to navigate using the modelI was fairly sure it was in that direction (and thankfully it was)We collected photos of all the places we stopped, as well as recording our GPS location. One thought while out exploring is that the model did a great job predicting where we would find very large quantities of bramble without any cover. Given the richness of the TESSERA embeddings and the simplicity of the classifiers being used, a mobile phone-based human-in-the-loop active learning setup could be practical..
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