Titlebook: Data Augmentation, Labelling, and Imperfections; Second MICCAI Worksh Hien V. Nguyen,Sharon X. Huang,Yuan Xue Conference proceedings 2022 T

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,Efficient Medical Image Assessment via?Self-supervised Learning,evaluate data quality based on the marginal change of the largest singular value after excluding the data point in the dataset. We conduct extensive experiments on a pathology dataset. Our results indicate the effectiveness and efficiency of our proposed methods for selecting the most valuable data to label.

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