Few-shot object detection on aerial imagery via deep metric learning and knowledge inheritance

Object detection is crucial in aerial imagery analysis. Previous methods based on convolutional neural networks (CNNs) require large-scale labeled datasets for training to achieve significant success. However, the acquisition and manual annotation of such data is time-consuming and expensive. In thi...

Full description

Bibliographic Details
Main Authors: Wu-zhou Li, Jia-wei Zhou, Xiang Li, Yi Cao, Guang Jin
Format: Article
Language:English
Published: Elsevier 2023-08-01
Series:International Journal of Applied Earth Observations and Geoinformation
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1569843223002212