Search Results for author: Boon Peng Yap

Found 3 papers, 3 papers with code

Cut-Paste Consistency Learning for Semi-Supervised Lesion Segmentation

1 code implementation1 Oct 2022 Boon Peng Yap, Beng Koon Ng

Semi-supervised learning has the potential to improve the data-efficiency of training data-hungry deep neural networks, which is especially important for medical image analysis tasks where labeled data is scarce.

Lesion Segmentation Segmentation

Semi-weakly Supervised Contrastive Representation Learning for Retinal Fundus Images

1 code implementation4 Aug 2021 Boon Peng Yap, Beng Koon Ng

We consider weak labels in the form of pseudo-labels and propose a semi-weakly supervised contrastive learning (SWCL) framework for representation learning using semi-weakly annotated images.

Contrastive Learning Representation Learning +1

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