Unsupervised Domain Adaptation by Statistics Alignment for Deep Sleep Staging Networks

• 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.
• Subjects: article
• Online Access: Connect to this object online.

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...