Human Activity Recognition on CSI-HAR
99AccuracyWi-SensiNet
Evaluation results
| Method | Links | |
|---|---|---|
| Wi-SensiNetModel=CNN+BiLSTM, Bandwidth=20 MHz, Network=802.11, CSI Data=Amplitude2025.10 | 99 | |
| WiAresModel=CNN+RF+SVM, Network=802.11n, CSI Data=Temporal / Spatial Correlation2025.10 | 98.85 | |
| EfficientFiModel=CNN, Bandwidth=40 MHz, Network=802.11ax, CSI Data=Amplitude2025.10 | 98 | |
| IBISModel=Inception-BiLSTM+SVM, Bandwidth=80/160 MHz, Network=802.11ac/ax, CSI Data=Phase CFR2025.10 | 95.4 | |
| Ye et al.Model=DNN-ABLSTM, Network=802.11n, CSI Data=Amplitude and Phase2025.10 | 92.06 | |
| SHARPModel=Inception, Bandwidth=20/40/80 MHz, Network=802.11, CSI Data=Phase CFR2025.10 | 88.12 | |
| He et al.Model=CNN-ABLSTM, CSI Data=Raw CSI2025.10 | 85.82 | |
| Lightweight TCNFLOPS (M)=10.798, Parameters (M)=0.5232026.06 | 77.18 | |
| Cominelli et al.Model=Inception, Bandwidth=20/40/80/160 MHz, Network=802.11ac/ax, CSI Data=Phase CFR2025.10 | 77.12 | |
| Tan et al.FLOPS (M)=584.418, Parameters (M)=1.0982026.06 | 72.15 | |
| Li et al.FLOPS (M)=1607.559, Parameters (M)=0.9962026.06 | 69.69 | |
| GRU*FLOPS (M)=11.552, Parameters (M)=0.0232026.06 | 62.42 | |
| ResNet18*FLOPS (M)=26.404, Parameters (M)=11.1832026.06 | 54.59 | |
| ViT*FLOPS (M)=66.604, Parameters (M)=0.6632026.06 | 53.69 | |
| ResNet50*FLOPS (M)=48.029, Parameters (M)=23.5512026.06 | 48.99 | |
| LSTM*FLOPS (M)=15.360, Parameters (M)=0.0312026.06 | 44.97 | |
| BiLSTM*FLOPS (M)=30.720, Parameters (M)=0.0612026.06 | 40.94 | |
| Luo et al.FLOPS (M)=44.643, Parameters (M)=1.6452026.06 | 40 | |
| RNN*FLOPS (M)=3.808, Parameters (M)=0.0082026.06 | 30.54 |