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ResearchFormerly WizWand

Physical Activity Recognition on PAMAP2

99.89AccMSTN-Transformer
16.877238.428659.9881.5314Oct 30, 2023Mar 4, 2024Jul 8, 2024Nov 11, 2024Mar 17, 2025Jul 21, 2025Nov 25, 2025
Updated 6mo ago

Evaluation results

MethodLinks
MSTN-TransformerA.Block=Transf., Size=4.13, Inference time=1.902025.1199.89—
MSTN-BiLSTMA.Block=BiLSTM, Size=1.64, Inference time=0.312025.1199.73—
PatchTSTInference time=3.212025.1198.02—
TimesNetInference time=0.462025.1195.13—
kNN2025.1190—
SupervisedEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1088.4987.61
SupervisedEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1086.1283.84
FOCALEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1085.8884.63
FOCALEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1085.884.01
FOCALEncoder=SW-T, Protocol=KNN2023.1085.4984.84
FOCALEncoder=DeepSense, Protocol=KNN2023.1084.8283.78
TNCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1083.8781.43
CosmoEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1083.5681.35
GMCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1083.1280.83
GMCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1081.1978.6
CMCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1080.879.01
CMCEncoder=DeepSense, Protocol=KNN2023.1080.3279.38
TSTCCEncoder=DeepSense, Protocol=KNN2023.1080.3278.96
TNCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1080.1375.06
CosmoEncoder=DeepSense, Protocol=KNN2023.1080.0577.43
TS-TCCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1079.9772.6
TNCEncoder=DeepSense, Protocol=KNN2023.1079.9376.53
MAEEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1079.176.06
CMCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1079.0677.06
GMCEncoder=DeepSense, Protocol=KNN2023.1078.4375.43
TSTCCEncoder=SW-T, Protocol=KNN2023.1077.873.69
TS-TCCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1077.7672.5
CosmoEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1077.4173.66
MoCoEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1077.1773.13
CMCEncoder=SW-T, Protocol=KNN2023.1077.0976.94
SimCLREncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1077.0574.24
CocoaEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1076.8973.17
TNCEncoder=SW-T, Protocol=KNN2023.1076.7471.89
CocoaEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1076.0371.87
GMCEncoder=SW-T, Protocol=KNN2023.1075.6774.01
MoCoEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1075.5973.87
SimCLREncoder=SW-T, Protocol=KNN2023.1074.4171.78
CocoaEncoder=SW-T, Protocol=KNN2023.1071.8870.7
CocoaEncoder=DeepSense, Protocol=KNN2023.1071.2969.74
MAEEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1071.1461.58
MoCoEncoder=SW-T, Protocol=KNN2023.1070.8266.78
MoCoEncoder=DeepSense, Protocol=KNN2023.1069.2467.66
MAEEncoder=DeepSense, Protocol=KNN2023.1068.5764.27
SimCLREncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1068.0265.83
CosmoEncoder=SW-T, Protocol=KNN2023.1066.7258.74
SimCLREncoder=DeepSense, Protocol=KNN2023.1064.5161.14
TS2VecEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1061.9554.26
TS2VecEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1057.2947.15
TS2VecEncoder=DeepSense, Protocol=KNN2023.1056.3951.8
TS2VecEncoder=SW-T, Protocol=KNN2023.1056.2350.4
MAEEncoder=SW-T, Protocol=KNN2023.1055.1749.69
MTSSEncoder=DeepSense, Protocol=KNN2023.1039.3133.79
MTSSEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.1035.4117.95
MTSSEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.1028.4717.14
MTSSEncoder=SW-T, Protocol=KNN2023.1020.0716.49