JOURNAL ARTICLE

A Back-Propagation Neural Network for Recognizing Objects

Wen‐Yen Wu

Year: 2022 Journal:   European Journal of Engineering and Technology Research Vol: 7 (5)Pages: 102-109

Abstract

This paper proposes a neural network approach to recognize two-dimensional objects. Firstly, image preprocessing is applied to the object to obtain its main features, and feature extraction is used to represent the features of the object. The proposed method uses fuzzy K-nearest neighbor clustering and a back-propagation neural network in the following. The extracted features are classified by fuzzy Knearest neighbors to improve their efficiency. And use the following back-propagation neural network to identify the classified features. The experimental results show that the recognition effect can be improved by using pre-classified features, and show that the method is effective in object recognition.

Keywords:
Computer science Artificial neural network Pattern recognition (psychology) Artificial intelligence Preprocessor Object (grammar) Backpropagation Feature extraction Feature (linguistics) Time delay neural network Cluster analysis k-nearest neighbors algorithm Image (mathematics) Fuzzy logic

Metrics

1
Cited By
0.15
FWCI (Field Weighted Citation Impact)
27
Refs
0.43
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering
Advanced Measurement and Detection Methods
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Image and Video Stabilization
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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