Siamese neural networks: An overview

D Chicco - Artificial neural networks, 2021 - Springer
Similarity has always been a key aspect in computer science and statistics. Any time two
element vectors are compared, many different similarity approaches can be used …

Deep learning for biometrics: A survey

K Sundararajan, DL Woodard - ACM Computing Surveys (CSUR), 2018 - dl.acm.org
In the recent past, deep learning methods have demonstrated remarkable success for
supervised learning tasks in multiple domains including computer vision, natural language …

Visualphishnet: Zero-day phishing website detection by visual similarity

S Abdelnabi, K Krombholz, M Fritz - Proceedings of the 2020 ACM …, 2020 - dl.acm.org
Phishing websites are still a major threat in today's Internet ecosystem. Despite numerous
previous efforts, similarity-based detection methods do not offer sufficient protection for the …

CBCapsNet: A novel writer-independent offline signature verification model using a CNN-based architecture and capsule neural networks

E Parcham, M Ilbeygi, M Amini - Expert Systems with Applications, 2021 - Elsevier
Offline Signature verification is a biometric method with important applications in financial,
legal and administrative procedures. The verification process includes comparing the …

Offline signature verification using a region based deep metric learning network

L Liu, L Huang, F Yin, Y Chen - Pattern Recognition, 2021 - Elsevier
Handwritten signature verification is a widely used biometric for person identity
authentication in document forensics. Despite the tremendous efforts in past research, offline …

Offline signature verification using deep neural network with application to computer vision

N Sharma, S Gupta, P Mehta, X Cheng… - Journal of …, 2022 - spiedigitallibrary.org
Biometric technologies, such as handwritten signature verification, are extremely useful for
identifying individuals inside an organization or finance department. The improvement of …

Siamese convolutional neural network-based twin structure model for independent offline signature verification

N Sharma, S Gupta, HG Mohamed, D Anand… - Sustainability, 2022 - mdpi.com
One of the toughest biometrics and document forensics problems is confirming a signature's
authenticity and legal identity. A forgery may vary from a genuine signature by specific …

A new wrapper feature selection method for language-invariant offline signature verification

D Banerjee, B Chatterjee, P Bhowal… - Expert Systems with …, 2021 - Elsevier
Among various biometric systems, an offline signature verification system has been widely
used in all fields such as in banks, educational institutes, legal procedures and, criminal …

Deep learning in diverse intelligent sensor based systems

Y Zhu, M Wang, X Yin, J Zhang, E Meijering, J Hu - Sensors, 2022 - mdpi.com
Deep learning has become a predominant method for solving data analysis problems in
virtually all fields of science and engineering. The increasing complexity and the large …

2C2S: A two-channel and two-stream transformer based framework for offline signature verification

JX Ren, YJ Xiong, H Zhan, B Huang - Engineering Applications of Artificial …, 2023 - Elsevier
Recently, with the outstanding performance of the transformer in NLP, approaches that
employ the transformer to address vision problem is becoming a research focus. However …