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Benchmarks
Imputation and Heartbeat Detection on mHealth PPG
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0.0137
MSE
BDC Trans
0.00984
0.035895
0.06195
0.088005
Dec 14, 2022
MSE
F1 Score
Precision
Sensitivity
Updated 4d ago
Evaluation Results
Method
Method
Links
MSE
F1 Score
Precision
Sensitivity
BDC Trans
2022.12
0.0137
81
79
83
FFT
2022.12
0.0549
10
7
16
Mean Filling
2022.12
0.0691
-
-
0
Lin Interp
2022.12
0.0783
-
-
0
DeepMVI
2022.12
0.0802
25
31
21
Conv9 Trans
2022.12
0.0805
20
20
19
NAOMI
2022.12
0.0856
9
9
10
Vanilla Trans
2022.12
0.0967
13
15
12
BRITS
2022.12
0.1064
1
3
1
BRITS w/ GAIL
adversarial training=GAIL
2022.12
0.1102
7
29
4
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