Computational Intelligence and Neuroscience

Advances in Machine Learning for Computational Neural Modeling for Visual Recognition


Publishing date
01 Feb 2023
Status
Closed
Submission deadline
07 Oct 2022

Lead Editor

1Massey University, Wellington, New Zealand

2Xidian University, Xi'an, China

3University College Dublin, Dublin, Ireland

This issue is now closed for submissions.

Advances in Machine Learning for Computational Neural Modeling for Visual Recognition

This issue is now closed for submissions.

Description

In recent years, neurological modeling and simulations have demonstrated great potential in modeling and data processing of various applications, such as face recognition, image processing, voice recognition, medical diagnosis, and signal processing. However, the growing amount of big data presents increasing challenges to the modeling and simulation of neural networks at various levels under diverse boundary conditions. Advanced methodologies and technologies are necessary to generate biological neural parameters from abundant data, in order to better depict and optimize neural network models.

Machine learning (ML) technologies, especially deep learning, have unpreceded capacities in feature extraction and function fitting in visual recognition. They have been utilized to solve many complex problems in object detection and other fields. The ML provides a valid way to recognize complex patterns and carry out regression analysis, eliminating the need for building or solving the underlying physical models. Therefore, the relevant technologies contribute immensely to the construction and optimization of computational neural models for visual recognition.

This Special Issue aims to bring together researchers from ML and computational neuroscience, and stimulate collaboration between them in the visual recognition field. It intends to bridge the gap between neuroscience research of biological models, and the latest studies on computational methodologies and tools for visual recognition, which cover the entire process of modeling and analysis. We welcome original research and review articles from systems/cognitive and computational neuroscience, to neuroimaging and neural signal processing.

Potential topics include but are not limited to the following:

  • ML-based computational neural models for visual recognition
  • Modeling and optimization of biological neural networks for visual recognition
  • Neural network-based ML algorithms for visual recognition
  • Novel ML methods to train biological neural networks for visual recognition
  • Simulation of computational neural models for visual recognition
  • Domain-specific for visual recognition applications of ML-based computational neural modeling

Articles

  • Special Issue
  • - Volume 2023
  • - Article ID 9843832
  • - Retraction

Retracted: Application of CNN-Based Machine Learning in the Study of Motor Fault Diagnosis

Computational Intelligence and Neuroscience
  • Special Issue
  • - Volume 2022
  • - Article ID 2047576
  • - Research Article

Classification System of National Music Rhythm Spectrogram Based on Biological Neural Network

Dan Mi | Lu Qin
  • Special Issue
  • - Volume 2022
  • - Article ID 3929110
  • - Research Article

Application of Neural Network Based on Visual Recognition in Color Perception Analysis of Intelligent Vehicle HMI Interactive Interface under User Experience

Dongxin Zhao
  • Special Issue
  • - Volume 2022
  • - Article ID 3688797
  • - Research Article

Interactive Display of Images in Digital Exhibition Halls under Artificial Intelligence and Mixed Reality Technology

Xu Liu | Nan Zhang
  • Special Issue
  • - Volume 2022
  • - Article ID 9123922
  • - Research Article

Couplet Analysis of Linguistic Topology Using Deep Neural Networks in Cognitive Linguistics

Dongmei Zhu | Nan Wang | Fuqiang Yang
  • Special Issue
  • - Volume 2022
  • - Article ID 8336616
  • - Research Article

The Generation of Piano Music Using Deep Learning Aided by Robotic Technology

Jian Pan | Shaode Yu | ... | Mingliang Wei
  • Special Issue
  • - Volume 2022
  • - Article ID 2529372
  • - Research Article

A Dynamic Prediction Neural Network Model of Cross-Border e-Commerce Sales for Virtual Community Knowledge Sharing

Li Tian | Xiumei Wang
  • Special Issue
  • - Volume 2022
  • - Article ID 7655001
  • - Research Article

Influence of Voice Interactive Educational Robot Combined with Artificial Intelligence for the Development of Adolescents

Yadong Zhang | Hongkai Wang
  • Special Issue
  • - Volume 2022
  • - Article ID 4713311
  • - Research Article

Visual Information Computing and Processing Model Based on Artificial Neural Network

Junling Wang | Shuhan Liu
  • Special Issue
  • - Volume 2022
  • - Article ID 1721157
  • - Research Article

The Analysis of Environmental Cost Control of Manufacturing Enterprises Using Deep Learning Optimization Algorithm and Internet of Things

Jin Qiu | Wenzhuo Chen

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