Gesture Recognition on WiGesture Dataset
99.48AccuracyCSI-BERT2
Evaluation Results
| Method | Links | |
|---|---|---|
| CSI-BERT2Data Processing=Original Data, Parameters=5M2024.12 | 99.48 | |
| CrossFi2024.08 | 98.17 | |
| Chen et al.Data Processing=CSI-BERT2 recover, Parameters=11M2024.12 | 92.96 | |
| CSI-BERT2Data Processing=CSI-BERT recover, Parameters=5M2024.12 | 92.7 | |
| Chen et al.Data Processing=CSI-BERT recover, Parameters=11M2024.12 | 92.57 | |
| CSI-BERTData Processing=CSI-BERT2 recover, Parameters=2M2024.12 | 92.18 | |
| CSI-BERT2Data Processing=CSI-BERT2 replace, Parameters=5M2024.12 | 91.95 | |
| Chen et al.Data Processing=CSI-BERT2 replace, Parameters=11M2024.12 | 91.92 | |
| CSI-BERT2Data Processing=CSI-BERT replace, Parameters=5M2024.12 | 91.41 | |
| AutoFiArchitecture=CNN-based2024.08 | 89.55 | |
| CSI-BERT2Data Processing=CSI-BERT2 recover, Parameters=5M2024.12 | 89.06 | |
| Chen et al.Data Processing=Ordinary Kringing, Parameters=11M2024.12 | 88.71 | |
| CSI-BERT2Data Processing=IDW, Parameters=5M2024.12 | 88.28 | |
| CSI-BERT2Data Processing=Linear Interpolation, Parameters=5M2024.12 | 88.25 | |
| MLPData Processing=CSI-BERT replace, Parameters=337K2024.12 | 86.9 | |
| CSI-BERT2Data Processing=Ordinary Kringing, Parameters=5M2024.12 | 85.93 | |
| Chen et al.Data Processing=CSI-BERT replace, Parameters=11M2024.12 | 84.52 | |
| CSI-BERTData Processing=CSI-BERT2 replace, Parameters=2M2024.12 | 81.51 | |
| Chen et al.Data Processing=Linear Interpolation, Parameters=11M2024.12 | 80.75 | |
| ResNet-182024.08 | 80.75 | |
| Chen et al.Data Processing=IDW, Parameters=11M2024.12 | 80.32 | |
| CSI-BERTData Processing=CSI-BERT replace, Parameters=2M2024.12 | 79.54 | |
| WiGRUNTData Processing=CSI-BERT2 recover, Parameters=11M2024.12 | 78.97 | |
| WiGRUNTData Processing=CSI-BERT replace, Parameters=11M2024.12 | 78.84 | |
| CSI-BERTData Processing=Original Data, Parameters=2M2024.12 | 76.91 | |
| WiGRUNTData Processing=CSI-BERT2 replace, Parameters=11M2024.12 | 74.99 | |
| WiGRUNTData Processing=Linear Interpolation, Parameters=11M2024.12 | 74.91 | |
| CSI-BERTData Processing=Linear Interpolation, Parameters=2M2024.12 | 74.55 | |
| CSI-BERT2024.08 | 74.55 | |
| CSI-BERTData Processing=Ordinary Kringing, Parameters=2M2024.12 | 74.27 | |
| MLPData Processing=CSI-BERT recover, Parameters=337K2024.12 | 74.23 | |
| MLPData Processing=CSI-BERT2 replace, Parameters=337K2024.12 | 73.68 | |
| MLPData Processing=Linear Interpolation, Parameters=337K2024.12 | 72.91 | |
| MLPData Processing=CSI-BERT2 recover, Parameters=337K2024.12 | 72.88 | |
| WiGRUNTData Processing=CSI-BERT recover, Parameters=11M2024.12 | 71.87 | |
| CSI-BERTData Processing=CSI-BERT recover, Parameters=2M2024.12 | 71.87 | |
| WiGRUNTData Processing=IDW, Parameters=11M2024.12 | 71.06 | |
| WIGRUNT2024.08 | 70.46 | |
| Chen et al.Data Processing=Original Data, Parameters=11M2024.12 | 70.31 | |
| WiGRUNTData Processing=Ordinary Kringing, Parameters=11M2024.12 | 69.99 | |
| CSI-BERTData Processing=IDW, Parameters=2M2024.12 | 67.22 | |
| MLPData Processing=Original Data, Parameters=337K2024.12 | 66.93 | |
| MLPData Processing=Ordinary Kringing, Parameters=337K2024.12 | 65.62 | |
| CNNData Processing=CSI-BERT2 replace, Parameters=23K2024.12 | 62.8 | |
| CNNData Processing=CSI-BERT replace, Parameters=23K2024.12 | 61.51 | |
| CNNData Processing=CSI-BERT recover, Parameters=23K2024.12 | 59.39 | |
| RNNData Processing=CSI-BERT replace, Parameters=33K2024.12 | 58.8 | |
| CNNData Processing=Linear Interpolation, Parameters=23K2024.12 | 58.35 | |
| CNNData Processing=Ordinary Kringing, Parameters=23K2024.12 | 57.55 | |
| CNNData Processing=CSI-BERT2 recover, Parameters=23K2024.12 | 57.27 | |
| Zhuravchak et al.2024.08 | 56.93 | |
| CNNData Processing=IDW, Parameters=23K2024.12 | 56.77 | |
| CNNData Processing=Original Data, Parameters=23K2024.12 | 55.72 | |
| RNNData Processing=CSI-BERT2 replace, Parameters=33K2024.12 | 55.48 | |
| RNNData Processing=CSI-BERT2 recover, Parameters=33K2024.12 | 54.34 | |
| RNNData Processing=Ordinary Kringing, Parameters=33K2024.12 | 53.64 | |
| LSTMData Processing=CSI-BERT replace, Parameters=133K2024.12 | 52.36 | |
| LSTMData Processing=Ordinary Kringing, Parameters=133K2024.12 | 50 | |
| LSTMData Processing=Linear Interpolation, Parameters=133K2024.12 | 49.09 | |
| RNNData Processing=CSI-BERT recover, Parameters=33K2024.12 | 48.96 | |
| WiGRUNTData Processing=Original Data, Parameters=11M2024.12 | 48.73 | |
| RNNData Processing=IDW, Parameters=33K2024.12 | 48.7 | |
| LSTMData Processing=CSI-BERT2 recover, Parameters=133K2024.12 | 48.35 | |
| AutoFiArchitecture=MLP-based2024.08 | 48.22 | |
| LSTMData Processing=IDW, Parameters=133K2024.12 | 46.88 | |
| RNNData Processing=Linear Interpolation, Parameters=33K2024.12 | 45.32 | |
| Yang et al.2024.08 | 43.75 | |
| Ding et al.2024.08 | 43.75 | |
| LSTMData Processing=CSI-BERT2 replace, Parameters=133K2024.12 | 40.79 | |
| MLPData Processing=IDW, Parameters=337K2024.12 | 40.17 | |
| RNNData Processing=Original Data, Parameters=33K2024.12 | 39.56 | |
| LSTMData Processing=CSI-BERT recover, Parameters=133K2024.12 | 22.92 | |
| LSTMData Processing=Original Data, Parameters=133K2024.12 | 11.97 |