ML Research Wiki / Benchmarks / Automatic Sleep Stage Classification / Sleep-EDF

Sleep-EDF

Automatic Sleep Stage Classification Benchmark

Performance Over Time

📊 Showing 3 results | 📏 Metric: Accuracy

Rank	Model	Paper	Accuracy	Date	Code
1	Sequence Cross-Modal Transformer-15	Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers	84.30	2022-08-15	📦 jathurshan0330/cross-modal-transformer
2	TS-TCC	Time-Series Representation Learning via Temporal and Contextual Contrasting	83.00	2021-06-26	📦 emadeldeen24/TS-TCC 📦 etna-team/etna
3	Epoch Cross-Modal Transformer	Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers	80.80	2022-08-15	📦 jathurshan0330/cross-modal-transformer

2022

Sequence Cross-Modal Transformer-15

jathurshan0330/cross-modal-transformer

2021

TS-TCC

emadeldeen24/TS-TCC etna-team/etna

2022

Epoch Cross-Modal Transformer

jathurshan0330/cross-modal-transformer

Model	Paper	Accuracy	Date
Sequence Cross-Modal Transformer-15	Toward Interpretable Sleep Stage Classification U…	84.30	2022-08-15
TS-TCC	Time-Series Representation Learning via Temporal …	83.00	2021-06-26
Epoch Cross-Modal Transformer	Toward Interpretable Sleep Stage Classification U…	80.80	2022-08-15