Action Classification on CSI Action Classification Dataset
92.57AccuracyResNet
Evaluation results
| Method | Links | |
|---|---|---|
| ResNetParameters=11M, Data Condition=CSI-BERT recover2024.03 | 92.57 | |
| ResNetParameters=11M, Data Condition=Ordinary Kriging2024.03 | 88.71 | |
| FFNParameters=337K, Data Condition=CSI-BERT replace2024.03 | 86.9 | |
| ResNetParameters=11M, Data Condition=CSI-BERT replace2024.03 | 84.52 | |
| ResNetParameters=11M, Data Condition=Linear Interpolation2024.03 | 80.75 | |
| ResNetParameters=11M, Data Condition=IDW2024.03 | 80.32 | |
| CSI-BERTParameters=2M, Data Condition=CSI-BERT replace2024.03 | 79.54 | |
| CSI-BERTParameters=2M, Data Condition=Original Data2024.03 | 76.91 | |
| CSI-BERTParameters=2M, Data Condition=Linear Interpolation2024.03 | 74.55 | |
| CSI-BERTParameters=2M, Data Condition=Ordinary Kriging2024.03 | 74.27 | |
| FFNParameters=337K, Data Condition=CSI-BERT recover2024.03 | 74.23 | |
| FFNParameters=337K, Data Condition=Linear Interpolation2024.03 | 72.91 | |
| CSI-BERTParameters=2M, Data Condition=CSI-BERT recover2024.03 | 71.87 | |
| ResNetParameters=11M, Data Condition=Original Data2024.03 | 70.31 | |
| CSI-BERTParameters=2M, Data Condition=IDW2024.03 | 67.22 | |
| FFNParameters=337K, Data Condition=Original Data2024.03 | 66.93 | |
| FFNParameters=337K, Data Condition=Ordinary Kriging2024.03 | 65.62 | |
| CNNParameters=23K, Data Condition=CSI-BERT replace2024.03 | 61.51 | |
| CNNParameters=23K, Data Condition=CSI-BERT recover2024.03 | 59.39 | |
| RNNParameters=33K, Data Condition=CSI-BERT replace2024.03 | 58.8 | |
| CNNParameters=23K, Data Condition=Linear Interpolation2024.03 | 58.35 | |
| CNNParameters=23K, Data Condition=Ordinary Kriging2024.03 | 57.55 | |
| CNNParameters=23K, Data Condition=IDW2024.03 | 56.77 | |
| CNNParameters=23K, Data Condition=Original Data2024.03 | 55.72 | |
| RNNParameters=33K, Data Condition=Ordinary Kriging2024.03 | 53.64 | |
| LSTMParameters=133K, Data Condition=CSI-BERT replace2024.03 | 52.36 | |
| LSTMParameters=133K, Data Condition=Ordinary Kriging2024.03 | 50 | |
| LSTMParameters=133K, Data Condition=Linear Interpolation2024.03 | 49.09 | |
| RNNParameters=33K, Data Condition=CSI-BERT recover2024.03 | 48.96 | |
| RNNParameters=33K, Data Condition=IDW2024.03 | 48.7 | |
| LSTMParameters=133K, Data Condition=IDW2024.03 | 46.88 | |
| RNNParameters=33K, Data Condition=Linear Interpolation2024.03 | 45.32 | |
| FFNParameters=337K, Data Condition=IDW2024.03 | 40.17 | |
| RNNParameters=33K, Data Condition=Original Data2024.03 | 39.56 | |
| LSTMParameters=133K, Data Condition=CSI-BERT recover2024.03 | 22.92 | |
| LSTMParameters=133K, Data Condition=Original Data2024.03 | 11.97 |