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08/28/2023
Multi-Scale and Multi-Layer Contrastive Learning for Domain Generalization
During the past decade, deep neural networks have led to fast-paced prog...
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05/26/2023
CNN Feature Map Augmentation for Single-Source Domain Generalization
In search of robust and generalizable machine learning models, Domain Ge...
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04/02/2023
CNNs with Multi-Level Attention for Domain Generalization
In the past decade, deep convolutional neural networks have achieved sig...
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03/20/2023
Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks
Despite their immense success in numerous fields, machine and deep learn...
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08/31/2022
Listen to your heart: A self-supervised approach for detecting murmur in heart-beat sounds
Heart murmurs are abnormal sounds present in heartbeats, caused by turbu...
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08/20/2022
A Domain Generalization Approach for Out-Of-Distribution 12-lead ECG Classification with Convolutional Neural Networks
Deep Learning systems have achieved great success in the past few years,...
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07/27/2022