Research Article

Automatic Signature Verifier Using Gaussian Gated Recurrent Unit Neural Network

Table 2

Recent trends in signature verification using LSTM.

AuthorsTitleYearSource title

Najda and Saeed [34]Impact of augmentation methods in online signature verification2022Innovations in systems and software engineering

Alsuhimat and Mohamad [35]Offline signature verification using long short-term memory and histogram orientation gradient2023Bulletin of electrical engineering and informatics

Ghosh [29]A recurrent neural network based deep learning model for offline signature verification and recognition system2021Expert systems with applications

Vorugunti et al. [36]Deep fuze OSV: online signature verification using hybrid feature fusion and depthwise separable convolution neural network architecture2020IET biometrics

Tolosana et al. [37]Exploring recurrent neural networks for on-line handwritten signature biometrics2018IEEE access

Shen et al. [38]A lightweight authentication with dynamic batch-based group key management using LSTM in VANET2022Security and communication networks