DocumentCode
3601056
Title
Efficient Video Stitching Based on Fast Structure Deformation
Author
Jing Li ; Wei Xu ; Jianguo Zhang ; Maojun Zhang ; Zhengming Wang ; Xuelong Li
Author_Institution
Coll. of Inf. Syst. & Manage., Nat. Univ. of Defense Technol., Changsha, China
Volume
45
Issue
12
fYear
2015
Firstpage
2707
Lastpage
2719
Abstract
In computer vision, video stitching is a very challenging problem. In this paper, we proposed an efficient and effective wide-view video stitching method based on fast structure deformation that is capable of simultaneously achieving quality stitching and computational efficiency. For a group of synchronized frames, firstly, an effective double-seam selection scheme is designed to search two distinct but structurally corresponding seams in the two original images. The seam location of the previous frame is further considered to preserve the interframe consistency. Secondly, along the double seams, 1-D feature detection and matching is performed to capture the structural relationship between the two adjacent views. Thirdly, after feature matching, we propose an efficient algorithm to linearly propagate the deformation vectors to eliminate structure misalignment. At last, image intensity misalignment is corrected by rapid gradient fusion based on the successive over relaxation iteration (SORI) solver. A principled solution to the initialization of the SORI significantly reduced the number of iterations required. We have compared favorably our method with seven state-of-the-art image and video stitching algorithms as well as traditional ones. Experimental results show that our method outperforms the existing ones compared in terms of overall stitching quality and computational efficiency.
Keywords
feature extraction; feature selection; gradient methods; image matching; object detection; video signal processing; 1D feature detection; SORI solver; computational efficiency; computer vision; deformation vectors; double-seam selection scheme; fast structure deformation; feature matching; image intensity misalignment; image stitching; interframe consistency; quality stitching; rapid gradient fusion; seam location; structure misalignment; successive over relaxation iteration; synchronized frames; wide-view video stitching method; Cameras; Computational efficiency; Computational modeling; Dynamic programming; Feature extraction; Real-time systems; Streaming media; Computational efficiency; computer vision; intensity misalignment; machine learning; structure misalignment; video stitching;
fLanguage
English
Journal_Title
Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
2168-2267
Type
jour
DOI
10.1109/TCYB.2014.2381774
Filename
6999967
Link To Document