Abstract: While recent supervised methods for reference-based object counting continue to improve the performance on benchmark datasets, they have to rely on small datasets due to the cost associated ...

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Abstract: Learning from AI-generated annotations is well-recognized as a key advance of deep learning techniques in medical image segmentation. Towards this direction, in this paper, we investigate ...