A two-stage weakly supervised pipeline pretrains on auto-generated school labels from sparse points and fine-tunes on only 50 manual examples to achieve strong detection performance in aerial imagery.
Detection of schools in remote sensing images based on attention-guided dense network.ISPRS In- ternational Journal of Geo-Information, 10(11)
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Label-Efficient School Detection from Aerial Imagery via Weakly Supervised Pretraining and Fine-Tuning
A two-stage weakly supervised pipeline pretrains on auto-generated school labels from sparse points and fine-tunes on only 50 manual examples to achieve strong detection performance in aerial imagery.