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Reported on 30 benchmarks across 5 tasks · 1 paper · 15 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical18 results

ECG ClassificationonMMSE-HR
MAE· 2022-10-04
1.72
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
ECG ClassificationonMMSE-HR
Pearson Correlation· 2022-10-04
0.95
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
ECG ClassificationonMMSE-HR
RMSE· 2022-10-04
4.03
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Photoplethysmography (PPG)onMMSE-HR
MAE· 2022-10-04
1.72
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Photoplethysmography (PPG)onMMSE-HR
Pearson Correlation· 2022-10-04
0.95
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Photoplethysmography (PPG)onMMSE-HR
RMSE· 2022-10-04
4.03
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Blood pressure estimationonMMSE-HR
MAE· 2022-10-04
1.72
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Blood pressure estimationonMMSE-HR
Pearson Correlation· 2022-10-04
0.95
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Blood pressure estimationonMMSE-HR
RMSE· 2022-10-04
4.03
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
ECG ClassificationonUBFC-rPPG
MAE· 2022-10-04
0.65
best: 0.42 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
ECG ClassificationonUBFC-rPPG
Pearson Correlation· 2022-10-04
0.99
best: 0.998 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
ECG ClassificationonUBFC-rPPG
RMSE· 2022-10-04
1.98
best: 0.64 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Photoplethysmography (PPG)onUBFC-rPPG
MAE· 2022-10-04
0.65
best: 0.42 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Photoplethysmography (PPG)onUBFC-rPPG
Pearson Correlation· 2022-10-04
0.99
best: 0.998 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Photoplethysmography (PPG)onUBFC-rPPG
RMSE· 2022-10-04
1.98
best: 0.64 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Blood pressure estimationonUBFC-rPPG
MAE· 2022-10-04
0.65
best: 0.42 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Blood pressure estimationonUBFC-rPPG
Pearson Correlation· 2022-10-04
0.99
best: 0.998 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Blood pressure estimationonUBFC-rPPG
RMSE· 2022-10-04
1.98
best: 0.64 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791

Methodology12 results

Electrocardiography (ECG)onMMSE-HR
MAE· 2022-10-04
1.72
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Electrocardiography (ECG)onMMSE-HR
Pearson Correlation· 2022-10-04
0.95
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Electrocardiography (ECG)onMMSE-HR
RMSE· 2022-10-04
4.03
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Medical waveform analysisonMMSE-HR
MAE· 2022-10-04
1.72
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Medical waveform analysisonMMSE-HR
Pearson Correlation· 2022-10-04
0.95
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Medical waveform analysisonMMSE-HR
RMSE· 2022-10-04
4.03
SOTA
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Electrocardiography (ECG)onUBFC-rPPG
MAE· 2022-10-04
0.65
best: 0.42 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Electrocardiography (ECG)onUBFC-rPPG
Pearson Correlation· 2022-10-04
0.99
best: 0.998 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Electrocardiography (ECG)onUBFC-rPPG
RMSE· 2022-10-04
1.98
best: 0.64 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Medical waveform analysisonUBFC-rPPG
MAE· 2022-10-04
0.65
best: 0.42 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Medical waveform analysisonUBFC-rPPG
Pearson Correlation· 2022-10-04
0.99
best: 0.998 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791
Medical waveform analysisonUBFC-rPPG
RMSE· 2022-10-04
1.98
best: 0.64 (DRNet)
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices arXiv:2210.01791