Share your thoughts, 1 month free Claude Pro on usSee more

Sleep Stage Classification on Sleep-EDF

94.4Accuracy

k-NN

Updated 12d ago

Evaluation Results

Method	Links
k-NN 2018.05		94.4
Decision trees 2018.05		93.1
Ensemble SVM 2018.05		91.1
LITE 2025.08		85.3
PRISM 2025.08		85.02
Deep CNN 2018.05		84
Mamba 2025.08		83.75
TSLANet 2025.08		83.67
Multitask 1-max CNN 2018.05		82.3
Deep CNN + RNN 2018.05		82
Multitask 1-max CNN 2018.05		81.9
MiniROCKET 2025.08		80.55
k-NN 2018.05		80
1-max CNN 2018.05		79.8
Attentional RNN 2018.05		79.1
Deep auto-encoder 2018.05		78.9
Ensemble SVM 2018.05		78.9
PatchTST 2025.08		77.66
ResNet 2018.05		76.8
Decision trees 2018.05		75
Deep CNN 2018.05		74.8
GMM 2018.05		73.2
TimesNet 2025.08		60.18
LightTS 2025.08		57.6
FiLM 2025.08		49.66
iTransformer 2025.08		39.21
DLinear 2025.08		23.92