Search Results - RepositoryStats

99

373

mit

6

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

eeg epilepsy temporal contextual time-series deep-learning fault-diagnosis machine-learning transfer-learning epileptic-seizures contrastive-learning unsupervised-learning representation-learning human-activity-recognition sleep-stage-classification

Created 2021-05-18

36 commits to main branch, last one 7 months ago

AttnSleep emadeldeen24

62

199

mit

1

[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"

eeg pytorch attention sleep-staging self-attention eeg-classification sleep-stage-scoring sleep-stage-classification

Created 2020-10-21

47 commits to main branch, last one about a year ago

AdaTime emadeldeen24

21

182

mit

3

[TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data

eeg cdan dann dsan homm pytorch deep-coral time-series deep-learning fault-detection fault-diagnosis domain-adaptation transfer-learning human-activity-recognition sleep-stage-classification unsupervised-domain-adaptation

Created 2022-03-17

103 commits to adatime_v2 branch, last one about a year ago

Cross-Modal-Transformer Jathurshan0330

4

47

unknown

2

Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991

transformers deep-learning sleep-stage-classification interpretable-deep-learning

Created 2022-03-30

56 commits to master branch, last one 10 months ago

MultiChannelSleepNet yangdai97

4

42

unknown

2

[IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"

eeg eog psg pytorch transformer multichannel sleep-staging sleep-stage-classification

Created 2022-11-17

11 commits to main branch, last one about a year ago

eval_ssl_ssc emadeldeen24

5

36

mit

1

[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation

evaluation pretext-task deep-learning sleep-staging label-efficient contrastive-learning unsupervised-learning representation-learning self-supervised-learning sleep-stage-classification

Created 2022-10-08

20 commits to main branch, last one about a year ago

ADAST emadeldeen24

1

36

apache-2.0

0

[IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"

eeg time-series pseudo-label deep-learning self-training self-attention domain-adaptation transfer-learning attention-mechanism sleep-stage-classification

Created 2021-06-16

38 commits to main branch, last one about a year ago