23 citations · 67 across the 17 of their papers we have counts for
3 papers · 1 filter
Task-Aligned Self-Supervised Learning for Medical Image Analysis: A Task-Oriented Review with Practical Design Guidelines
Chathura Wimalasiri, Yuchong Yao, Kishor Nandakishor +1
Self-supervised learning (SSL) is increasingly used in medical image analysis to reduce dependence on costly expert annotations by learning transferable representations from unlabe…
MOMA:Distill from Self-Supervised Teachers
Yuchong Yao, Nandakishor Desai, Marimuthu Palaniswami
Contrastive Learning and Masked Image Modelling have demonstrated exceptional performance on self-supervised representation learning, where Momentum Contrast (i.e., MoCo) and Maske…
Masked Contrastive Representation Learning
Yuchong Yao, Nandakishor Desai, Marimuthu Palaniswami
Masked image modelling (e.g., Masked AutoEncoder) and contrastive learning (e.g., Momentum Contrast) have shown impressive performance on unsupervised visual representation learnin…