A comprehensive review of few-shot object detection on aerial imagery

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Khang Nguyen, Nhat-Thanh Huynh, Duc-Thanh Le, Dien-Thuc Huynh, Thi-Thanh-Trang Bui, Truong Dinh, Khanh-Duy Nguyen, Tam V. Nguyen

Published: 2025, Last Modified: 16 Nov 2025Comput. Sci. Rev. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Comprehensive survey of methods for Few-Shot Object Detection on aerial images.•Comprehensive mind map summarizing current approaches in Few-Shot Object Detection.•Critical evaluation of current trends in Few-Shot learning for aerial images.•Thorough performance analysis of Few-Shot Object Detection methods on aerial datasets.