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SotA/Methodology/Medical waveform analysis

Medical waveform analysis

91 benchmarks0 papers

Information extraction from medical waveforms such as the electrocardiogram (ECG), arterial blood pressure (ABP) central venous pressure (CVP), photoplethysmogram (PPG, Pleth).

Benchmarks

Medical waveform analysis on MIMIC PERform Testing Dataset

MAPEF1 score

Medical waveform analysis on MIMIC-III

F1 scorePrecisionRecallAccuracyMAE for SBP [mmHg]MAE for DBP [mmHg]Mean Squared ErrorMAE

Medical waveform analysis on UBFC-rPPG

RMSEMAEPearson CorrelationMAPE (%)

Medical waveform analysis on MMSE-HR

MAEPearson CorrelationRMSEMAPE (%)

Medical waveform analysis on PhysioNet Challenge 2021

PhysioNet Challenge score 2021

Medical waveform analysis on Electrocardiography (ECG) on Telehealth Network of Minas Gerais (TNMG)

F1 (1dAVb)F1 (RBBB)F1 (LBBB)F1 (SB)F1 (AF)F1 (ST)

Medical waveform analysis on Clinical Admission Notes from MIMIC-III

AUROC

Medical waveform analysis on "Cardiologist-level" 12-rhythm ECG dataset

F1 (Sequence)F1 (Set)

Medical waveform analysis on BIDMC

MAE [bpm, session-wise]

Medical waveform analysis on MIT-BIH Arrhythmia Database

F1AccuracyPrecisionRecallspecificity

Medical waveform analysis on CHF database

AccuracyPrecisionSensitivity

Medical waveform analysis on LUDB

F1 score

Medical waveform analysis on MIT-BIH+BIDMC

Accuracy

Medical waveform analysis on MTHS

MAE [bpm, session-wise]

Medical waveform analysis on Multi-day Continuous BP Prediction

RMSE

Medical waveform analysis on PTB-XL

AUROCAccuracy

Medical waveform analysis on PhysioNet Challenge 2020

PhysioNet Challenge score (test data)PhysioNet Challenge score 2020 (validation data)Accuracy(stratified10-fold)F1(stratified10-fold)F2(stratified10-fold)G2(stratified10-fold)PhysioNet/CinC Challenge Score(stratified10-fold)

Medical waveform analysis on The China Physiological Signal Challenge 2018

F1 (Hidden Test Set)

Medical waveform analysis on The PhysioNet Computing in Cardiology Challenge 2017

F1 (Hidden Test Set)Accuracy (TEST-DB)Accuracy (TRAIN-DB)

Medical waveform analysis on UCR Time Series Classification Archive

Accuracy (Test)

Medical waveform analysis on UnoViS_auto2012

MSE

Medical waveform analysis on VIPL-HR

RMSEMAE

Medical waveform analysis on WildPPG

MAE [bpm, session-wise]

Medical waveform analysis on AHA

Accuracy (VEB+)PPV (VEB+)Sensitivity (VEB+)Specificity (VEB+)

Medical waveform analysis on ALS EMG (University of Copenhagen)

Accuracy

Medical waveform analysis on CODE-15%

Accuracy

Medical waveform analysis on Grand Challenge Competition - in Vivo Knee Loads

RMSE (SE, Gluteus Medius)RMSE (Subject-naïve) RMSE (Subject-exposed) RMSE (SE, Gluteus Maximus) RMSE (SE, Quadriceps) RMSE (SE, Hamstrings)

Medical waveform analysis on HiRID

AUPRC

Medical waveform analysis on INCART

Accuracy

Medical waveform analysis on MIT-BIH AR

Accuracy (Inter-Patient)Accuracy (Intra-Patient)PPV (VEB)Sensitivity (VEB)AccuracyF1-score

Medical waveform analysis on PPG-DaLiA

MAE [bpm, session-wise]

Medical waveform analysis on PTB Diagnostic ECG Database

Accuracy (%)Accuracy

Medical waveform analysis on PTB dataset, ECG lead II

Accuracy

Medical waveform analysis on QT

Accuracy

Medical waveform analysis on QT-NSTDB

SSDMADPRD(%)CosSim

Medical waveform analysis on VitalDB

MAEMean Squared Error

Medical waveform analysis on WESAD

MAE [bpm, session-wise]