LED fingerprint recognition method based on transformer self ...

Similar to radio frequency fingerprinting, LED fingerprinting involves extracting tiny features related to LED hardware by analyzing the light ...

LED fingerprint recognition method based on transformer self-attention mechanism. Lihui Shen. ,. Dun Li. ,. Erfeng Zhang. ,. Yanyu Zhang. ,. Chenxi Su. ,.

A device identification method based on LED fingerprint for visible ...

This method based on the fingerprint of Light Emitting Diodes (LEDs) has been investigated theoretically and verified experimentally. Moreover, a laboratory ...

All-embracing Transformers for fingerprint-based indoor localization

Our approach demonstrates state-of-the-art performances through extensive experiments and visual interpretation on public indoor localization datasets. Besides, ...

A device identification method based on LED fingerprint for visible ...

... Dayu Shi et al. built the characteristic model of light-emitting diodes (LEDs), and classified the hardware fingerprint by using the k-means ...

Lightweight Fingerprint Liveness Detection Based on ResNet and ...

A new lightweight fingerprint liveness detection network is here proposed to distinguish fake fingerprints from real ones. The method includes ...

Figure 2: LED Fingerprint Extraction and Identification Mechanism

Download scientific diagram | LED Fingerprint Extraction and Identification Mechanism from publication: A device identification method based on LED ...

LED fingerprint recognition method based on transformer self ...

LED fingerprint recognition method based on transformer self-attention mechanism. 基于Transformer model自注意机制的LED指纹识别方法. 相关领域. 指纹（计算 ...

IFViT: Interpretable Fixed-Length Representation for Fingerprint ...

To the best of our knowledge, there is no deep learning-based fingerprint matching method that could simultaneously produce interpretable dense ...

Research on LED fingerprint identification method ... - NASA ADS

Research on LED fingerprint identification method based on convolutional neural network ... Abstract. Similar to radio frequency fingerprints, the light emitted ...

EEG temporal–spatial transformer for person identification - PMC

proposed a method based on common spatial pattern (CSP) to extract the spatial features of the EEG signals along with a self-attention algorithm to decode them.

Novel indoor fingerprinting method based on RSS sequence matching

Fingerprinting is used to find the current location by comparing the current received signal strength (RSS) vector with the radio map. To estimate the location ...

Toward Better Incomplete Fingerprint Identification - IEEE Xplore

Integrating fingerprint feature enhancement techniques and the completion capabilities based on a visual Transformer, FingerRT demonstrates ...

[PDF] On Improving 5G Internet of Radio Light Security Based on ...

LED fingerprint recognition method based on transformer self-attention mechanism · Lihui ShenDun Li +4 authors. Jian Zhang. Computer Science, Engineering.

Feasibility of Transformer Model for User Authentication Using ...

The method that achieved the highest accuracy was the bidirectional long short-term memory (BiLSTM)–transformer approach. Based on this, a network was further ...

Vision Transformers for Fingerprint Presentation Attack Detection

In addition, this chapter presents a new approach introducing vision transformers for fingerprint PAD and validates it on two different public datasets, ...

Electrocardiogram Biometrics Using Transformer's Self-Attention ...

Electrocardiogram Biometrics Using Transformer's Self-Attention ... Biometric and Emotion Identification: An ECG Compression Based Method. Front ...

[Retracted] Research on Pattern Recognition Method of Transformer ...

This paper proposes an artificial neural network-based model for transformer partial discharge pattern recognition, which combines the advantages of artificial ...

Towards Better Incomplete Fingerprint Identification - IEEE Xplore

Integrating fingerprint feature enhancement techniques and the completion capabilities based on a visual Transformer, FingerRT demonstrates exceptional.

A device identification method based on LED fingerprint for visible ...

In future networks, with the advent of massive machine type communications (mMTC), physical layer security is becoming a significant research area in the ...