LED fingerprint recognition method based on transformer self-attention mechanism
Lihui Shen,
Dun Li,
Erfeng Zhang
et al.
Abstract:In this paper, a Light Emitting Diode (LED) fingerprinting method based on the Transformer self-attention mechanism is proposed to address the challenge of trusted authentication of terminal identity in visible light communication. The method leverages the unique individual characteristics of LED emission spectra for identity recognition. To extract fingerprint features from the spectral data, a parallel network structure is proposed. The one-dimensional spectral signal is input into a Convolutional Neural Net… Show more
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