notesum.ai
Published at December 6CCS: Continuous Learning for Customized Incremental Wireless Sensing Services
cs.LG
Released Date: December 6, 2024
Authors: Qunhang Fu1, Fei Wang1, Mengdie Zhu1, Han Ding1, Jinsong Han2, Tony Xiao Han3
Aff.: 1Xi'an Jiaotong University; 2Zhejiang University; 3Huawei Technologies Co. Ltd.

| User1 | Method | C1C15 | +C16C25 | +C26C35 | +C36C45 | +C46C55 |
|---|---|---|---|---|---|---|
| RFID | Baseline | 75.96 | 32.82 | 20.24 | 17.42 | 13.43 |
| iCaRL | 75.85 | 48.87 | 33.29 | 30.54 | 26.67 | |
| UCIR | 74.30 | 49.38 | 34.51 | 31.94 | 27.71 | |
| BiC | 73.81 | 55.02 | 36.56 | 24.31 | 23.55 | |
| OneFi | 58.81 | 14.44 | 7.21 | 5.75 | 6.47 | |
| Ours | 75.96 | 58.56 | 44.89 | 38.23 | 34.01 | |
| Wi-Fi | Baseline | 95.07 | 39.09 | 26.54 | 20.86 | 18.33 |
| iCaRL | 94.85 | 72.51 | 65.86 | 56.01 | 56.57 | |
| UCIR | 94.89 | 79.4 | 71.37 | 58.85 | 60.2 | |
| BiC | 93.37 | 74.13 | 58.63 | 52.58 | 53.67 | |
| OneFi | 84.30 | 20.24 | 10.40 | 10.32 | 8.64 | |
| Ours | 95.07 | 83.56 | 75.48 | 64.12 | 65.10 | |
| mmWave | Baseline | 91.11 | 38.29 | 25.24 | 20.47 | 17.47 |
| iCaRL | 91.70 | 77.58 | 68.33 | 58.48 | 56.58 | |
| UCIR | 91.41 | 80.60 | 72.38 | 64.48 | 63.45 | |
| BiC | 91.30 | 79.29 | 73.33 | 66.59 | 59.99 | |
| OneFi | 84.37 | 31.87 | 15.13 | 12.27 | 11.97 | |
| Ours | 93.07 | 87.49 | 81.16 | 69.35 | 69.19 |