People Identification on CSI People Identification Dataset
97.92AccuracyCSI-BERT
Evaluation results
| Method | Links | |
|---|---|---|
| CSI-BERTParameters=2M, Data Condition=Linear Interpolation2024.03 | 97.92 | |
| FFNParameters=337K, Data Condition=CSI-BERT replace2024.03 | 97.65 | |
| ResNetParameters=11M, Data Condition=CSI-BERT replace2024.03 | 97.39 | |
| ResNetParameters=11M, Data Condition=Ordinary Kriging2024.03 | 97.32 | |
| FFNParameters=337K, Data Condition=CSI-BERT recover2024.03 | 97.13 | |
| CSI-BERTParameters=2M, Data Condition=CSI-BERT replace2024.03 | 95.83 | |
| CSI-BERTParameters=2M, Data Condition=Ordinary Kriging2024.03 | 95.83 | |
| CSI-BERTParameters=2M, Data Condition=IDW2024.03 | 95.2 | |
| CSI-BERTParameters=2M, Data Condition=CSI-BERT recover2024.03 | 95.05 | |
| FFNParameters=337K, Data Condition=Ordinary Kriging2024.03 | 94.76 | |
| ResNetParameters=11M, Data Condition=CSI-BERT recover2024.03 | 94.3 | |
| ResNetParameters=11M, Data Condition=IDW2024.03 | 94.27 | |
| CSI-BERTParameters=2M, Data Condition=Original Data2024.03 | 93.94 | |
| RNNParameters=33K, Data Condition=CSI-BERT replace2024.03 | 89.24 | |
| RNNParameters=33K, Data Condition=IDW2024.03 | 88.54 | |
| ResNetParameters=11M, Data Condition=Linear Interpolation2024.03 | 86.75 | |
| RNNParameters=33K, Data Condition=Ordinary Kriging2024.03 | 86.42 | |
| CNNParameters=23K, Data Condition=Ordinary Kriging2024.03 | 85.38 | |
| RNNParameters=33K, Data Condition=Linear Interpolation2024.03 | 84.45 | |
| ResNetParameters=11M, Data Condition=Original Data2024.03 | 83.76 | |
| FFNParameters=337K, Data Condition=IDW2024.03 | 83.22 | |
| FFNParameters=337K, Data Condition=Linear Interpolation2024.03 | 81.84 | |
| CNNParameters=23K, Data Condition=CSI-BERT recover2024.03 | 80.6 | |
| RNNParameters=33K, Data Condition=CSI-BERT recover2024.03 | 80.51 | |
| CNNParameters=23K, Data Condition=CSI-BERT replace2024.03 | 79.18 | |
| CNNParameters=23K, Data Condition=IDW2024.03 | 74.56 | |
| FFNParameters=337K, Data Condition=Original Data2024.03 | 71.34 | |
| CNNParameters=23K, Data Condition=Original Data2024.03 | 71.14 | |
| CNNParameters=23K, Data Condition=Linear Interpolation2024.03 | 70.88 | |
| RNNParameters=33K, Data Condition=Original Data2024.03 | 66.39 | |
| LSTMParameters=133K, Data Condition=CSI-BERT recover2024.03 | 35.18 | |
| LSTMParameters=133K, Data Condition=IDW2024.03 | 33.91 | |
| LSTMParameters=133K, Data Condition=Linear Interpolation2024.03 | 26.83 | |
| LSTMParameters=133K, Data Condition=CSI-BERT replace2024.03 | 24.22 | |
| LSTMParameters=133K, Data Condition=Ordinary Kriging2024.03 | 21.61 | |
| LSTMParameters=133K, Data Condition=Original Data2024.03 | 21.09 |