Survey — Vein Recognition and Lightweight

Peter Chan
Feb 13, 2023

--

Keywords: Biometric Feature, Vein Recognition, Lightweight, Convolutional Neural Network (CNN), Deep Learning (DL)

1. Finger vein verification using a Siamese CNN. IET Biometrics, 2019.

2. Finger-Vein Recognition Based on Deep DenseNet Using Composite Image. IEEE Access, 2019. https://ieeexplore.ieee.org/abstract/document/8721065

3. A New Efficient Finger-Vein Verification Based on Lightweight Neural Network Using Multiple Schemes. International Conference on Artificial Neural Networks (ICANN), 2020. https://link.springer.com/chapter/10.1007/978-3-030-61609-0_59

4. Finger Vein Recognition Algorithm Based on Lightweight Deep Convolutional Neural Network. IEEE Transactions on Instrumentation and Measurement, 2021. https://ieeexplore.ieee.org/abstract/document/9633979

Overall framework of the proposed finger vein recognition method

5. Shape-driven lightweight CNN for finger-vein biometrics. Journal of Information Security and Applications, 2022. https://www.sciencedirect.com/science/article/pii/S2214212622000886

6. A finger vein authentication method based on the lightweight Siamese network with the self-attention mechanism. Infrared Physics & Technology, 2023. https://www.sciencedirect.com/science/article/pii/S1350449522004649#b0160

--

--

Peter Chan
Peter Chan

Written by Peter Chan

[AI Medical.] Researcher. Deep Learning; Computer Vision; Vein Recognition; Skin Lesion Analysis;