Title :
A research on registration and de-ghosting algorithm in image mosaic
Author :
Yang Yang ; Qiong Xu ; Zongliang Gan ; Feng Liu
Author_Institution :
Jiangsu Province Key Lab. on Image Process. & Image Commun., Nanjing Univ. of Posts & Telecommun., Nanjing, China
Abstract :
This paper presents methods for dealing with two problems which are common in image mosaic based on SIFT: time-consuming and ghosting. First, in order to solve the large amount of computation caused by SIFT keypoints, a fast registration algorithm based on effective registration area locating is proposed. The improved algorithm increases not only matching speed but also accuracy, since most of invalid keypoints have been rejected. Second, an improved frame difference algorithm based on HSI is used to detect ghosting area and a region cover method is used to eliminate ghosting. The experimental results show that the proposed automatic mosaic algorithm is fast, effective and has high value in practice.
Keywords :
image registration; image segmentation; transforms; SIFT keypoints; automatic mosaic algorithm; deghosting algorithm; fast registration algorithm; frame difference algorithm; ghosting area detection; image mosaic; image registration; Ghosting; Image mosaic; Motion detection; Phase correlation; SIFT;
Conference_Titel :
Wireless Communications & Signal Processing (WCSP), 2013 International Conference on
Conference_Location :
Hangzhou
DOI :
10.1109/WCSP.2013.6677232