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Full-frame video stabilization with motion inpainting (2006)
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| Venue: | IEEE Trans. Patt. Anal. Mach. Intell |
| Citations: | 57 - 0 self |
BibTeX
@ARTICLE{Matsushita06full-framevideo,
author = {Yasuyuki Matsushita and Eyal Ofek and Xiaoou Tang and Senior Member and Heung-yeung Shum},
title = {Full-frame video stabilization with motion inpainting},
journal = {IEEE Trans. Patt. Anal. Mach. Intell},
year = {2006},
pages = {1150--1163}
}
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Abstract
Abstract—Video stabilization is an important video enhancement technology which aims at removing annoying shaky motion from videos. We propose a practical and robust approach of video stabilization that produces full-frame stabilized videos with good visual quality. While most previous methods end up with producing smaller size stabilized videos, our completion method can produce fullframe videos by naturally filling in missing image parts by locally aligning image data of neighboring frames. To achieve this, motion inpainting is proposed to enforce spatial and temporal consistency of the completion in both static and dynamic image areas. In addition, image quality in the stabilized video is enhanced with a new practical deblurring algorithm. Instead of estimating point spread functions, our method transfers and interpolates sharper image pixels of neighboring frames to increase the sharpness of the frame. The proposed video completion and deblurring methods enabled us to develop a complete video stabilizer which can naturally keep the original image quality in the stabilized videos. The effectiveness of our method is confirmed by extensive experiments over a wide variety of videos. Index Terms—Video analysis, video stabilization, video completion, motion inpainting, sharpning and deblurring, video enhancement. æ 1
Keyphrases
motion inpainting full-frame video stabilization stabilized video video stabilization video completion abstract video stabilization completion method complete video stabilizer image data image pixel video enhancement image part fullframe video temporal consistency new practical deblurring algorithm dynamic image area image quality extensive experiment good visual quality full-frame stabilized video important video enhancement technology index term video analysis previous method method transfer shaky motion point spread function wide variety robust approach original image quality
