IDLab

Code for Identity recognition and intrusion detection in wireless sensing.

Dataset acquisition: Wait for the public release

Command

usage

usage: executor.py [-h] [--config CONFIG] [--saved_config SAVED_CONFIG] [--auto_shutdown AUTO_SHUTDOWN]

options

-h, --help            show this help message and exit
--config CONFIG, -cfg CONFIG
                    config for run
--saved_config SAVED_CONFIG, -sc SAVED_CONFIG
                    path for saved config to test
--auto_shutdown AUTO_SHUTDOWN, -as AUTO_SHUTDOWN
                    automatic shutdown after program completion

quick start

python executor.py -cfg=path/to/config

Model

• Gait-Enhance[1]
• Deep-WiID[2]
• Caution[3]
• CSIID[4]
• Gate-ID[5]
• WiAU[6]
• WiAi-ID[7]
• DCS-Gait[8]
• Bird

Refrence

1. Yang J, Liu Y, Wu Y, et al. Gait-Enhance: Robust Gait Recognition of Complex Walking Patterns Based on WiFi CSI[C]//2023 IEEE Smart World Congress (SWC). IEEE, 2023: 1-9.
2. Zhou Z, Liu C, Yu X, et al. Deep-WiID: WiFi-based contactless human identification via deep learning[C]//2019 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI). IEEE, 2019: 877-884.
3. Wang D, Yang J, Cui W, et al. CAUTION: A Robust WiFi-based human authentication system via few-shot open-set recognition[J]. IEEE Internet of Things Journal, 2022, 9(18): 17323-17333.
4. Wang D, Zhou Z, Yu X, et al. CSIID: WiFi-based human identification via deep learning[C]//2019 14th International Conference on Computer Science & Education (ICCSE). IEEE, 2019: 326-330.
5. Zhang J, Wei B, Wu F, et al. Gate-ID: WiFi-based human identification irrespective of walking directions in smart home[J]. IEEE Internet of Things Journal, 2020, 8(9): 7610-7624.
6. Lin C, Hu J, Sun Y, et al. WiAU: An accurate device-free authentication system with ResNet[C]//2018 15th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON). IEEE, 2018: 1-9.
7. Liang Y, Wu W, Li H, et al. WiAi-ID: Wi-Fi-Based Domain Adaptation for Appearance-Independent Passive Person Identification[J]. IEEE Internet of Things Journal, 2023, 11(1): 1012-1027.
8. Liang Y, Wu W, Li H, et al. DCS-Gait: A Class-Level Domain Adaptation Approach for Cross-Scene and Cross-State Gait Recognition Using Wi-Fi CSI[J]. IEEE Transactions on Information Forensics and Security, 2024.