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Models/ResNet (raw PPG + PPG’ + PPG”, with personalization)

ResNet (raw PPG + PPG’ + PPG”, with personalization)

Reported on 10 benchmarks across 5 tasks

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

Medical6 results

  • ECG ClassificationonMIMIC-III
    MAE for DBP [mmHg]
    6.88
    best: 6.7 (Deep RNN)
  • ECG ClassificationonMIMIC-III
    MAE for SBP [mmHg]
    9.43
    best: 8.54 (Deep RNN)
  • Photoplethysmography (PPG)onMIMIC-III
    MAE for DBP [mmHg]
    6.88
    best: 6.7 (Deep RNN)
  • Photoplethysmography (PPG)onMIMIC-III
    MAE for SBP [mmHg]
    9.43
    best: 8.54 (Deep RNN)
  • Blood pressure estimationonMIMIC-III
    MAE for DBP [mmHg]
    6.88
    best: 6.7 (Deep RNN)
  • Blood pressure estimationonMIMIC-III
    MAE for SBP [mmHg]
    9.43
    best: 8.54 (Deep RNN)

Methodology4 results

  • Electrocardiography (ECG)onMIMIC-III
    MAE for DBP [mmHg]
    6.88
    best: 6.7 (Deep RNN)
  • Electrocardiography (ECG)onMIMIC-III
    MAE for SBP [mmHg]
    9.43
    best: 8.54 (Deep RNN)
  • Medical waveform analysisonMIMIC-III
    MAE for DBP [mmHg]
    6.88
    best: 6.7 (Deep RNN)
  • Medical waveform analysisonMIMIC-III
    MAE for SBP [mmHg]
    9.43
    best: 8.54 (Deep RNN)