Paper Title:
A Study of Image Weak-Edge Detection Combination of BP Neural Networks
  Abstract

This paper proposes an image weak-edge detection method based on the combination of edge features and BP neural networks. Through analyzing the basic characteristics of the image edge points, we construct 8 groups 3-D feature vectors as the training sample set, combining with the learning function based on gradient descent momentum and the Levenberg-Marquardt training function, to train the BP neural network, further complete the image edge detection. Finally, compared with the traditional edge detection methods, the experimental results show that this method can detect the weak-edge and corner-edge much better.

  Info
Periodical
Advanced Materials Research (Volumes 225-226)
Edited by
Helen Zhang, Gang Shen and David Jin
Pages
21-25
DOI
10.4028/www.scientific.net/AMR.225-226.21
Citation
J. B. Yang, H. Ding, S. D. Zhang, "A Study of Image Weak-Edge Detection Combination of BP Neural Networks", Advanced Materials Research, Vols. 225-226, pp. 21-25, 2011
Online since
April 2011
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Bo Gao, Xiao Gui Zhang, Yu Wang
Abstract:Image detection of folding dislocation deviations is explored in order to provide an application base for real-time monitoring of folding...
267
Authors: Xian Qing Ling, Jun Lu, Lei Wang
Abstract:To improve the ability of the fuzzy edge detection and anti-noise performance, the paper proposes a new weighted direction fuzzy entropy...
1234
Authors: Chi Xu, Jin Chen
Chapter 8: Nanomaterials and Nanomanufacturing
Abstract:This paper describes in Using Self-Organizing Map (SOM) neural networks and its auto-clustering ability to study intrusion detection. The...
1479
Authors: Lin Lin Cui, Hua Lai, Yong Wang Tang, Ming Jie Qi
Chapter 3: Techniques for Measurement, Detection and Monitoring
Abstract:According to the problem of petrochemical heat equipment status inspection and fault diagnosis, a method based on edge detection of infrared...
970
Authors: Suppatoomsin Chompoo, Srikaew Arthit
Chapter 6: Techniques of Measuring and Modeling
Abstract:This paper presents a hybrid method for vehicle detection from CCTV captured image. In order to overwhelm such complex details of the color...
412