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02/23/2022
Augmentation based unsupervised domain adaptation
The insertion of deep learning in medical image analysis had lead to the...
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02/14/2022
DermX: an end-to-end framework for explainable automated dermatological diagnosis
Dermatological diagnosis automation is essential in addressing the high ...
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10/05/2020
Test-time Unsupervised Domain Adaptation
Convolutional neural networks trained on publicly available medical imag...
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08/16/2019
Multi-Domain Adaptation in Brain MRI through Paired Consistency and Adversarial Learning
Supervised learning algorithms trained on medical images will often fail...
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08/16/2019
Knowledge distillation for semi-supervised domain adaptation
In the absence of sufficient data variation (e.g., scanner and protocol ...
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10/03/2018
PADDIT: Probabilistic Augmentation of Data using Diffeomorphic Image Transformation
For proper generalization performance of convolutional neural networks (...
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08/20/2018