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Content Provider | IET Digital Library |
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Author | Mustafa, Adnan A. Y. |
Abstract | Here, the author presents the gamma binary distance, an exceptional distance for measuring similarity between binary images. The gamma distance is a probabilistic pixel mapping measure that is a modification of the Hamming distance. Employing a probabilistic approach to image matching enables gamma to measure similarity more accurately than employing traditional binary distances. The author shows the advantage of employing the gamma distance for similarity measurement by comparing it to three of the most popular similarity distances used for binary image matching: correlation, sum of the absolute difference method, and mutual information. Results of extensive testing conducted on a large database are presented where the superiority of the gamma distance over other similarity distances is shown. |
Starting Page | 1844 |
Ending Page | 1856 |
Page Count | 13 |
ISSN | 17519659 |
Volume Number | 12 |
e-ISSN | 17519667 |
Issue Number | Issue 10, Oct (2018) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-ipr/12/10 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2017.1333 |
Journal | IET Image Processing |
Publisher Date | 2018-05-08 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Absolute Difference Method Binary Distances Binary Image Matching Computer Vision And Image Processing Technique Exceptional Distance Extensive Testing Gamma Binary Distance Hamming Distance Image Matching Image Recognition Mutual Information Probabilistic Approach Probabilistic Binary Similarity Distance Probabilistic Pixel Mapping Measure Probability Quick Binary Image Matching Similarity Measurement Statistics |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering Computer Vision and Pattern Recognition Software |
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