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ResearchFormerly WizWand

Heart Rate Estimation on WildPPG

8.37MAE (BPM)Temp-ResNet
7.567612.983818.423.8162Dec 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Temp-ResNetLearning Paradigm=Supervised2024.128.3714.7245.5
1D ResNetLearning Paradigm=Supervised2024.128.621542.41
DCLLearning Paradigm=Supervised2024.128.6414.7341.39
LSTMLearning Paradigm=Supervised2024.129.2815.1436.96
FCNLearning Paradigm=Supervised2024.129.7915.6235.68
TransformerLearning Paradigm=Supervised2024.1210.0616.2332.07
TS2VecLearning Paradigm=Self-supervised2024.1210.5516.5226.31
PWDLearning Paradigm=Heuristic2024.1211.7219.5725.19
TS-TCCLearning Paradigm=Self-supervised2024.1212.6417.7218.71
MSPTDLearning Paradigm=Heuristic2024.1213.321.1921.37
BYOLLearning Paradigm=Self-supervised2024.1214.1118.4212.5
NNCLRLearning Paradigm=Self-supervised2024.1214.4618.4311.54
VICRegLearning Paradigm=Self-supervised2024.1215.3719.29.3
SimCLRLearning Paradigm=Self-supervised2024.1215.7519.818.12
Barlow TwinsLearning Paradigm=Self-supervised2024.1216.1420.219.13
FCNevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.1216.3526.7711.53
LSTMevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.1216.7928.578.97
Transformerevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.1217.2530.986.72
FFTLearning Paradigm=Heuristic2024.1217.6228.6812.11
1D ResNetevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.1218.1226.3312.33
DCLevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.1218.4329.3210.68
HeartPyLearning Paradigm=Heuristic2024.1218.4930.1514.7
qppgfastLearning Paradigm=Heuristic2024.1219.3229.9421.27
UPDLearning Paradigm=Unsupervised2024.1223.1225.17.39
AutocorrelationLearning Paradigm=Heuristic2024.1228.4335.23-3.06