DocumentCode
682786
Title
Histogram equalization and image feature matching
Author
Liangping Tu ; Changqing Dong
Author_Institution
Sch. of Sci., Univ. of Sci. & Technol. Liaoning, Anshan, China
Volume
01
fYear
2013
fDate
16-18 Dec. 2013
Firstpage
443
Lastpage
447
Abstract
The algorithms of image feature matching have good stability with scale, illumination change and rotation. They can be improved continuously in practical application. In the acquisition process of the image, the different conditions make the appearance of the same area seem different in different images. These conditions include the position, posture and performance of the camera and so on. However, the correspondence area of the image may have the projective distortion. The accuracy of image feature point´s extraction and matching will be affected severely. In order to improve image quality, the original image will be processed to facilitate the application of the following steps. In this paper, the histogram equalization method is adopted to preprocess the original image to enhance the useful information. Then the preprocessed image is used respectively to the SIFT algorithm and the ASIFT algorithm to achieve the extraction and matching of the image feature points. The purpose of image preprocessing is to increase the matching number of image feature point, and improve the matching rate of image feature. The experimental results show that the image processed by the histogram equalization can improve obviously the matching number of the image feature point.
Keywords
feature extraction; image matching; ASIFT algorithm; acquisition process; histogram equalization; image feature matching; image feature point extraction; image feature point matching; image preprocessing; image quality improvement; projective distortion; Algorithm design and analysis; Cameras; Computer vision; Feature extraction; Histograms; Lighting; Robustness; ASIFT; SIFT; feature points; histogram equalization; the image preprocessing;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing (CISP), 2013 6th International Congress on
Conference_Location
Hangzhou
Print_ISBN
978-1-4799-2763-0
Type
conf
DOI
10.1109/CISP.2013.6744035
Filename
6744035
Link To Document