Global-Margin Uncertainty and Collaborative Sampling for Active Learning in Complex Aerial Images Object Detection

Object detection in aerial images based on deep learning requires a large amount of labeled data, whereas manual annotation of aerial images is time-consuming and laborious. As a branch of machine learning, active learning can help humans find valuable samples by designing some corresponding query s...

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