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Models/EfficientPhys-C

EfficientPhys-C

Reported on 30 benchmarks across 5 tasks · 1 paper · 20 SOTA

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

Medical18 results

ECG ClassificationonUBFC-rPPG
MAE· 2021-10-09
1.14
best: 0.42 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
ECG ClassificationonUBFC-rPPG
Pearson Correlation· 2021-10-09
0.99
best: 0.998 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
ECG ClassificationonUBFC-rPPG
RMSE· 2021-10-09
1.81
best: 0.64 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
ECG ClassificationonMMSE-HR
RMSE· 2021-10-09
7.21
best: 4.03 (Beam AI SDK)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Photoplethysmography (PPG)onUBFC-rPPG
MAE· 2021-10-09
1.14
best: 0.42 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Photoplethysmography (PPG)onUBFC-rPPG
Pearson Correlation· 2021-10-09
0.99
best: 0.998 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Photoplethysmography (PPG)onUBFC-rPPG
RMSE· 2021-10-09
1.81
best: 0.64 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Photoplethysmography (PPG)onMMSE-HR
RMSE· 2021-10-09
7.21
best: 4.03 (Beam AI SDK)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Blood pressure estimationonUBFC-rPPG
MAE· 2021-10-09
1.14
best: 0.42 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Blood pressure estimationonUBFC-rPPG
Pearson Correlation· 2021-10-09
0.99
best: 0.998 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Blood pressure estimationonUBFC-rPPG
RMSE· 2021-10-09
1.81
best: 0.64 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Blood pressure estimationonMMSE-HR
RMSE· 2021-10-09
7.21
best: 4.03 (Beam AI SDK)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
ECG ClassificationonMMSE-HR
MAE· 2021-10-09
3.48
best: 1.72 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
ECG ClassificationonMMSE-HR
Pearson Correlation· 2021-10-09
0.86
best: 0.95 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Photoplethysmography (PPG)onMMSE-HR
MAE· 2021-10-09
3.48
best: 1.72 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Photoplethysmography (PPG)onMMSE-HR
Pearson Correlation· 2021-10-09
0.86
best: 0.95 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Blood pressure estimationonMMSE-HR
MAE· 2021-10-09
3.48
best: 1.72 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Blood pressure estimationonMMSE-HR
Pearson Correlation· 2021-10-09
0.86
best: 0.95 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447

Methodology12 results

Electrocardiography (ECG)onUBFC-rPPG
MAE· 2021-10-09
1.14
best: 0.42 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Electrocardiography (ECG)onUBFC-rPPG
Pearson Correlation· 2021-10-09
0.99
best: 0.998 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Electrocardiography (ECG)onUBFC-rPPG
RMSE· 2021-10-09
1.81
best: 0.64 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Electrocardiography (ECG)onMMSE-HR
RMSE· 2021-10-09
7.21
best: 4.03 (Beam AI SDK)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Medical waveform analysisonUBFC-rPPG
MAE· 2021-10-09
1.14
best: 0.42 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Medical waveform analysisonUBFC-rPPG
Pearson Correlation· 2021-10-09
0.99
best: 0.998 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Medical waveform analysisonUBFC-rPPG
RMSE· 2021-10-09
1.81
best: 0.64 (DRNet)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Medical waveform analysisonMMSE-HR
RMSE· 2021-10-09
7.21
best: 4.03 (Beam AI SDK)
SOTA
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Electrocardiography (ECG)onMMSE-HR
MAE· 2021-10-09
3.48
best: 1.72 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Electrocardiography (ECG)onMMSE-HR
Pearson Correlation· 2021-10-09
0.86
best: 0.95 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Medical waveform analysisonMMSE-HR
MAE· 2021-10-09
3.48
best: 1.72 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447
Medical waveform analysisonMMSE-HR
Pearson Correlation· 2021-10-09
0.86
best: 0.95 (Beam AI SDK)
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement arXiv:2110.04447