Our new X account is live! Follow @wizwand_team for updates

Sleep stage scoring on MASS (subject-wise)

87.5Accuracy

TinySleepNet

Updated 4d ago

Evaluation Results

Method	Links
TinySleepNet 2022.07		87.5	83.2	0.82	-	-	-	-	-
Classical ML Pipeline 2022.07		86.7	81.7	0.803	-	-	-	-	-
IITNet 2019.02		86.3	80.5	0.79	85.4	54.1	91.3	86.8	84.8
Classical ML Pipeline 2022.07		86.3	80.9	0.797	-	-	-	-	-
IITNet 2022.07		86.3	80.5	0.79	-	-	-	-	-
DeepSleepNet 2017.03		86.2	81.7	0.8	87.3	59.8	90.3	81.5	89.3
IITNet 2019.02		86.2	80	0.79	85.2	51.8	91.4	86.9	84.5
Supratak 2019.02		86.2	81.7	0.8	87.3	59.8	90.3	81.5	89.3
DeepSleepNet 2022.07		86.2	81.7	0.8	-	-	-	-	-
Ref. [13] 2017.03		85.9	80.5	-	84.6	56.3	90.7	84.8	86.1
Dong 2019.02		85.9	80.5	0.79	84.6	56.3	90.7	84.8	86.1
Classical ML Pipeline 2022.07		85.3	80.7	0.786	-	-	-	-	-
IITNet 2019.02		84.5	76.6	0.77	86.9	36.8	90.5	88.1	81
Classical ML Pipeline 2022.07		84.5	79.4	0.775	-	-	-	-	-
Multitask 1-max CNN 2018.05		83.6	-	-	-	-	-	-	-
Multitask 1-max CNN 2018.05		82.5	-	-	-	-	-	-	-
DeepSleepNet (Deep CNN) 2018.05		80.7	-	-	-	-	-	-	-
Deep CNN 2018.05		79.9	-	-	-	-	-	-	-
ResNet 2018.05		79.4	-	-	-	-	-	-	-
Multitask 1-max CNN 2018.05		78.6	-	-	-	-	-	-	-
Phan 2019.02		78.6	70.6	0.7	-	-	-	-	-
Deep CNN (Tsinalis et al.) 2018.05		77.9	-	-	-	-	-	-	-
SimpleSleepNet 2022.07		-	84.7	-	-	-	-	-	-
RobustSleepNet 2022.07		-	84	-	-	-	-	-	-
RobustSleepNet 2022.07		-	82.2	-	-	-	-	-	-
RobustSleepNet 2022.07		-	80.8	-	-	-	-	-	-
U-Sleep 2022.07		-	80	-	-	-	-	-	-