The paper introduces EcoWikiRS, a dataset of aerial images paired with GBIF species observations and Wikipedia habitat text, and WINCEL, a weighted InfoNCE loss that improves zero-shot EUNIS ecosystem classification.
A simple zero-shot prompt weight- ing technique to improve prompt ensembling in text-image models
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EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observations and Wikipedia
The paper introduces EcoWikiRS, a dataset of aerial images paired with GBIF species observations and Wikipedia habitat text, and WINCEL, a weighted InfoNCE loss that improves zero-shot EUNIS ecosystem classification.