An Adaptive Algorithm for Grey Image Edge Detection Based on Grey Correlation Analysis
Title | An Adaptive Algorithm for Grey Image Edge Detection Based on Grey Correlation Analysis |
Publication Type | Conference Paper |
Year of Publication | 2016 |
Authors | Qiao, B., Jin, L., Yang, Y. |
Conference Name | 2016 12th International Conference on Computational Intelligence and Security (CIS) |
Date Published | Dec. 2016 |
Publisher | IEEE |
ISBN Number | 978-1-5090-4840-3 |
Keywords | adaptive algorithm, adaptive threshold, Algorithm design and analysis, Analytical models, area pixels, automatic threshold, composability, Correlation, Detectors, differential equations, edge detection, edge map, edge pixel, grey correlation analysis, grey image edge detection, grey systems, Image edge detection, Image resolution, Mathematical model, Metrics, people vision, pixel detection, pubcrawl, resilience, Resiliency, Scalability, security |
Abstract | In the original algorithm for grey correlation analysis, the detected edge is comparatively rough and the thresholds need determining in advance. Thus, an adaptive edge detection method based on grey correlation analysis is proposed, in which the basic principle of the original algorithm for grey correlation analysis is used to get adaptively automatic threshold according to the mean value of the 3x3 area pixels around the detecting pixel and the property of people's vision. Because the false edge that the proposed algorithm detected is relatively large, the proposed algorithm is enhanced by dealing with the eight neighboring pixels around the edge pixel, which is merged to get the final edge map. The experimental results show that the algorithm can get more complete edge map with better continuity by comparing with the traditional edge detection algorithms. |
URL | https://ieeexplore.ieee.org/document/7820505 |
DOI | 10.1109/CIS.2016.0114 |
Citation Key | qiao_adaptive_2016 |
- grey correlation analysis
- security
- Scalability
- Resiliency
- resilience
- pubcrawl
- pixel detection
- people vision
- Metrics
- Mathematical model
- Image resolution
- Image edge detection
- grey systems
- grey image edge detection
- adaptive algorithm
- edge pixel
- edge map
- edge detection
- differential equations
- Detectors
- Correlation
- composability
- automatic threshold
- area pixels
- Analytical models
- Algorithm design and analysis
- adaptive threshold