Scale-Aware Recognition in Satellite Images under Resource Constraints
Shreelekha Revankar, Cheng Perng Phoo, Utkarsh Mall, Bharath Hariharan, Kavita Bala
ICLR, 2025
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We introduce a new approach to scale-aware recognition in satellite imagery under
resource constraints. Our approach allows one to accurately detect various concepts using a fixed
budget of HR imagery, outperforming entirely HR baselines by more than 26% mAP in zero-shot
techniques, and more than 8% mAP in supervised techniques using 5× fewer HR images.
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