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Found 6 papers, 0 papers with code
Towards Length-Versatile and Noise-Robust Radio Frequency Fingerprint Identification
During the inference, a multi-packet inference approach is further leveraged to improve the classification accuracy in low SNR scenarios.
Towards Receiver-Agnostic and Collaborative Radio Frequency Fingerprint Identification
In this paper, we propose a receiver-agnostic RFFI system that is not sensitive to the changes in receiver characteristics; it is implemented by employing adversarial training to learn the receiver-independent features.
FewSense, Towards a Scalable and Cross-Domain Wi-Fi Sensing System Using Few-Shot Learning
When the system was applied in the target domain, few samples were used to fine-tune the feature extractor for domain adaptation.
Radio Frequency Fingerprint Identification for Security in Low-Cost IoT Devices
Data augmentation is adopted to improve low SNR RFFI performance.
Towards Scalable and Channel-Robust Radio Frequency Fingerprint Identification for LoRa
Radio frequency fingerprint identification (RFFI) is a promising device authentication technique based on the transmitter hardware impairments.
Radio Frequency Fingerprint Identification for LoRa Using Spectrogram and CNN
Radio frequency fingerprint identification (RFFI) is an emerging device authentication technique that relies on intrinsic hardware characteristics of wireless devices.
