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ResearchFormerly WizWand

Human Activity Recognition on RealWorld-HAR

94.51AccuracyFOCAL
27.305244.752662.279.6474Oct 30, 2023
Updated 8mo ago

Evaluation results

MethodLinks
FOCALEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1094.5195.03
FOCALEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1093.8292.9
SupervisedEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1093.4893.88
GMCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1093.1993.79
SupervisedEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1093.1392.78
CosmoEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1089.5688.88
TNCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1088.9289.71
CocoaEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1088.9288.61
GMCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1088.6989.48
CMCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1088.489.55
MAEEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1088.2988.13
TNCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1088.1787.84
MAEEncoder=DeepSense, Protocol=KNN2023.1087.9488.17
TS-TCCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1087.3184.54
CosmoEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1086.0481.69
FOCALEncoder=SW-T, Protocol=KNN2023.1085.8686.65
CocoaEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1084.6584.88
FOCALEncoder=DeepSense, Protocol=KNN2023.1082.0582.54
CosmoEncoder=DeepSense, Protocol=KNN2023.1081.0278.17
TS-TCCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1080.7380.1
TNCEncoder=SW-T, Protocol=KNN2023.1080.0978.17
CMCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1079.7581.16
TNCEncoder=DeepSense, Protocol=KNN2023.1078.8275.65
MoCoEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1078.5977.08
MoCoEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1078.1380.24
CocoaEncoder=DeepSense, Protocol=KNN2023.1077.7874.59
TSTCCEncoder=DeepSense, Protocol=KNN2023.1076.8676.58
TSTCCEncoder=SW-T, Protocol=KNN2023.1075.8275.12
MAEEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1075.6575.15
MoCoEncoder=DeepSense, Protocol=KNN2023.1074.9671.34
CocoaEncoder=SW-T, Protocol=KNN2023.1074.2174.96
GMCEncoder=DeepSense, Protocol=KNN2023.1074.1575.6
GMCEncoder=SW-T, Protocol=KNN2023.1073.874.55
SimCLREncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1071.3868.41
MoCoEncoder=SW-T, Protocol=KNN2023.1071.0373.03
CosmoEncoder=SW-T, Protocol=KNN2023.1070.8663.89
SimCLREncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1070.4672.2
TS2VecEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1065.9559.84
SimCLREncoder=DeepSense, Protocol=KNN2023.1065.8462.34
SimCLREncoder=SW-T, Protocol=KNN2023.1065.3267.67
TS2VecEncoder=DeepSense, Protocol=KNN2023.1064.858.32
MAEEncoder=SW-T, Protocol=KNN2023.1064.2860.8
TS2VecEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1061.5159.55
CMCEncoder=SW-T, Protocol=KNN2023.1057.0160.07
TS2VecEncoder=SW-T, Protocol=KNN2023.1055.853.35
CMCEncoder=DeepSense, Protocol=KNN2023.1052.1658.68
MTSSEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1051.3643.7
MTSSEncoder=DeepSense, Protocol=KNN2023.1051.0143.84
MTSSEncoder=SW-T, Protocol=KNN2023.1048.8244.31
MTSSEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1029.8914.05