Articles with "pretrain systematic" as a keyword



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To pretrain or not? A systematic analysis of the benefits of pretraining in diabetic retinopathy

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Published in 2022 at "PLoS ONE"

DOI: 10.1371/journal.pone.0274291

Abstract: There is an increasing number of medical use cases where classification algorithms based on deep neural networks reach performance levels that are competitive with human medical experts. To alleviate the challenges of small dataset sizes,… read more here.

Keywords: pretrain systematic; self supervised; supervised models; diabetic retinopathy ... See more keywords