Physical Activity Recognition on PAMAP2
99.89AccMSTN-Transformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MSTN-TransformerA.Block=Transf., Size=4.13, Inference time=1.902025.11 | 99.89 | — | |
| MSTN-BiLSTMA.Block=BiLSTM, Size=1.64, Inference time=0.312025.11 | 99.73 | — | |
| PatchTSTInference time=3.212025.11 | 98.02 | — | |
| TimesNetInference time=0.462025.11 | 95.13 | — | |
| kNN2025.11 | 90 | — | |
| SupervisedEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 88.49 | 87.61 | |
| SupervisedEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 86.12 | 83.84 | |
| FOCALEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 85.88 | 84.63 | |
| FOCALEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 85.8 | 84.01 | |
| FOCALEncoder=SW-T, Protocol=KNN2023.10 | 85.49 | 84.84 | |
| FOCALEncoder=DeepSense, Protocol=KNN2023.10 | 84.82 | 83.78 | |
| TNCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 83.87 | 81.43 | |
| CosmoEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 83.56 | 81.35 | |
| GMCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 83.12 | 80.83 | |
| GMCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 81.19 | 78.6 | |
| CMCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 80.8 | 79.01 | |
| CMCEncoder=DeepSense, Protocol=KNN2023.10 | 80.32 | 79.38 | |
| TSTCCEncoder=DeepSense, Protocol=KNN2023.10 | 80.32 | 78.96 | |
| TNCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 80.13 | 75.06 | |
| CosmoEncoder=DeepSense, Protocol=KNN2023.10 | 80.05 | 77.43 | |
| TS-TCCEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 79.97 | 72.6 | |
| TNCEncoder=DeepSense, Protocol=KNN2023.10 | 79.93 | 76.53 | |
| MAEEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 79.1 | 76.06 | |
| CMCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 79.06 | 77.06 | |
| GMCEncoder=DeepSense, Protocol=KNN2023.10 | 78.43 | 75.43 | |
| TSTCCEncoder=SW-T, Protocol=KNN2023.10 | 77.8 | 73.69 | |
| TS-TCCEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 77.76 | 72.5 | |
| CosmoEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 77.41 | 73.66 | |
| MoCoEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 77.17 | 73.13 | |
| CMCEncoder=SW-T, Protocol=KNN2023.10 | 77.09 | 76.94 | |
| SimCLREncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 77.05 | 74.24 | |
| CocoaEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 76.89 | 73.17 | |
| TNCEncoder=SW-T, Protocol=KNN2023.10 | 76.74 | 71.89 | |
| CocoaEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 76.03 | 71.87 | |
| GMCEncoder=SW-T, Protocol=KNN2023.10 | 75.67 | 74.01 | |
| MoCoEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 75.59 | 73.87 | |
| SimCLREncoder=SW-T, Protocol=KNN2023.10 | 74.41 | 71.78 | |
| CocoaEncoder=SW-T, Protocol=KNN2023.10 | 71.88 | 70.7 | |
| CocoaEncoder=DeepSense, Protocol=KNN2023.10 | 71.29 | 69.74 | |
| MAEEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 71.14 | 61.58 | |
| MoCoEncoder=SW-T, Protocol=KNN2023.10 | 70.82 | 66.78 | |
| MoCoEncoder=DeepSense, Protocol=KNN2023.10 | 69.24 | 67.66 | |
| MAEEncoder=DeepSense, Protocol=KNN2023.10 | 68.57 | 64.27 | |
| SimCLREncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 68.02 | 65.83 | |
| CosmoEncoder=SW-T, Protocol=KNN2023.10 | 66.72 | 58.74 | |
| SimCLREncoder=DeepSense, Protocol=KNN2023.10 | 64.51 | 61.14 | |
| TS2VecEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 61.95 | 54.26 | |
| TS2VecEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 57.29 | 47.15 | |
| TS2VecEncoder=DeepSense, Protocol=KNN2023.10 | 56.39 | 51.8 | |
| TS2VecEncoder=SW-T, Protocol=KNN2023.10 | 56.23 | 50.4 | |
| MAEEncoder=SW-T, Protocol=KNN2023.10 | 55.17 | 49.69 | |
| MTSSEncoder=DeepSense, Protocol=KNN2023.10 | 39.31 | 33.79 | |
| MTSSEncoder=DeepSense, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 35.41 | 17.95 | |
| MTSSEncoder=SW-T, Evaluation Protocol=Finetune with Linear Classifier2023.10 | 28.47 | 17.14 | |
| MTSSEncoder=SW-T, Protocol=KNN2023.10 | 20.07 | 16.49 |