Complex-valued neural networks: A comprehensive survey

CY Lee, H Hasegawa, S Gao - IEEE/CAA Journal of …, 2022 - ieeexplore.ieee.org
Complex-valued neural networks (CVNNs) have shown their excellent efficiency compared
to their real counter-parts in speech enhancement, image and signal processing …

A survey of complex-valued neural networks

J Bassey, L Qian, X Li - arxiv preprint arxiv:2101.12249, 2021 - arxiv.org
Artificial neural networks (ANNs) based machine learning models and especially deep
learning models have been widely applied in computer vision, signal processing, wireless …

Novel complex-valued long short-term memory network integrating variational mode decomposition for soft sensor

X Hu, Q Yu, Y Han, Z Chen, Z Geng - Journal of Process Control, 2023 - Elsevier
Industrial process data is complex time series data including trend and periodicity. However,
the existing soft sensor models only focus on the time series context. Therefore, a novel …

Comprehensive Survey of Complex-Valued Neural Networks: Insights into Backpropagation and Activation Functions

MM Hammad - arxiv preprint arxiv:2407.19258, 2024 - arxiv.org
Artificial neural networks (ANNs), particularly those employing deep learning models, have
found widespread application in fields such as computer vision, signal processing, and …

A survey on facial soft biometrics for video surveillance and forensic applications

F Becerra-Riera, A Morales-González… - Artificial Intelligence …, 2019 - Springer
The face is one of the most reliable and easy-to-acquire biometric features, widely used for
the recognition of individuals. In controlled environments facial recognition systems are …

A study on face recognition techniques with age and gender classification

S Kumar, S Singh, J Kumar - 2017 International Conference on …, 2017 - ieeexplore.ieee.org
Nowadays research has explored to extracting auxiliary information from various biometrie
techniques such as fingerprints, face, iris, palm, voice etc. This information contains some …

Human age and gender prediction using machine learning algorithm

JS Hiremath, SB Patil, PS Patil - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
From the past few years, much exertion has been carried out for age assessment &
recognition of gender through face images. The images of Human's faces uncover different …

Novel Complex AUTOMAP for Accelerated MRI

P Jain, P Bv, N Sinha - Proceedings of the Thirteenth Indian Conference …, 2022 - dl.acm.org
Accelerated MR imaging refers to diagnostic-quality image reconstruction using
undersampled MR sensor data (k-space). This involves acquiring fewer samples than …

Classifying Gender Based on Face Images Using Vision Transformer

GG Tahyudin, MD Sulistiyo, M Arzaki… - … : International Journal on …, 2024 - joiv.org
Due to various factors that cause visual alterations in the collected facial images, gender
classification based on image processing continues to be a performance challenge for …

Development and evaluation of a complex-valued neural network library: the Renplex open-source project

PMF Alves - 2024 - recipp.ipp.pt
Complex-Valued Neural Networks (CVNN) have shown to be a promising type of Artificial
Neural Networks (ANN) when compared to its real-valued counter-parts. However, it has …