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Models/Residual FCN

Residual FCN

Reported on 12 benchmarks across 6 tasks · 1 paper · 12 SOTA

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

Medical8 results

ECG ClassificationonMTHS
MAE [bpm, session-wise]· 2022-04-13
6.96
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
ECG ClassificationonBIDMC
MAE [bpm, session-wise]· 2022-04-13
1.33
best: 0.303 (Liquid-S4)
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Photoplethysmography (PPG)onMTHS
MAE [bpm, session-wise]· 2022-04-13
6.96
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Photoplethysmography (PPG)onBIDMC
MAE [bpm, session-wise]· 2022-04-13
1.33
best: 0.303 (Liquid-S4)
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Biomedical Information RetrievalonBIDMC
MAE [bpm, session-wise]· 2022-04-13
1
best: 0.066 (Liquid-S4)
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Biomedical Information RetrievalonMTHS
MAE [bpm, session-wise]· 2022-04-13
1.34
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Blood pressure estimationonMTHS
MAE [bpm, session-wise]· 2022-04-13
6.96
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Blood pressure estimationonBIDMC
MAE [bpm, session-wise]· 2022-04-13
1.33
best: 0.303 (Liquid-S4)
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989

Methodology4 results

Electrocardiography (ECG)onMTHS
MAE [bpm, session-wise]· 2022-04-13
6.96
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Electrocardiography (ECG)onBIDMC
MAE [bpm, session-wise]· 2022-04-13
1.33
best: 0.303 (Liquid-S4)
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Medical waveform analysisonMTHS
MAE [bpm, session-wise]· 2022-04-13
6.96
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989
Medical waveform analysisonBIDMC
MAE [bpm, session-wise]· 2022-04-13
1.33
best: 0.303 (Liquid-S4)
SOTA
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones arXiv:2204.08989