Roberto Vega

Sample efficient learning of image-based diagnostic classifiers via probabilistic labels

Deep learning approaches often require huge datasets to achieve good generalization. This complicates its use in tasks like image-based medical diagnosis, where the small training datasets are usually insufficient to learn appropriate data representations. For such sensitive tasks it is also importa…