Unsupervised Domain Adaptation by Statistics Alignment for Deep Sleep Staging Networks

Deep sleep staging networks have reached top performance on large-scale datasets. However, these models perform poorer when training and testing on small sleep cohorts due to data inefficiency. Transferring well-trained models from large-scale datasets (source domain) to small sleep cohorts (target...

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Main Authors: Jiahao Fan (Author), Hangyu Zhu (Author), Xinyu Jiang (Author), Long Meng (Author), Chen Chen (Author), Cong Fu (Author), Huan Yu (Author), Chenyun Dai (Author), Wei Chen (Author)
Format: Book
Published: IEEE, 2022-01-01T00:00:00Z.
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