Knowledge Commons of Institute of Automation,CAS
Fast global motion estimation via iterative least-square method | |
Wang, J; Wang, HF; Liu, QS; Lu, HQ; Narayanan, PJ; Nayar, SK; Shum, HY | |
发表期刊 | COMPUTER VISION - ACCV 2006, PT II |
2006 | |
卷号 | 3852页码:343-352 |
文章类型 | Article |
摘要 | This paper presents a Fast algorithm for global motion estimation based on Iterative Least-Square Estimation (ILSE) technique. Compared with the traditional framework, three improvements were made to accelerate the computation progress. First, a new 3-parameter linear model, together with its solution using modified ILSE method, is proposed to describe and estimate global motion, which is simple and reasonable. Second, a pre-analysis method, Gradient Thresholding (GT) method, is introduced to pre-analyze the image macro-blocks before global motion estimation using their gradient information, which reduce the computational cost by reducing the amount of involved blocks. Lastly, Successive Elimination Algorithm (SEA), which is used to calculate motion field, is improved by a now presented matching criterion considering both the gradient information and the intensity information. The presented method has been tested on a variety of image sequences, and experimental results illustrate its promising performance. |
WOS标题词 | Science & Technology ; Technology |
关键词[WOS] | SUCCESSIVE ELIMINATION ALGORITHM |
收录类别 | ISTP ; SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000235773200035 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9272 |
专题 | 09年以前成果 |
作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, J,Wang, HF,Liu, QS,et al. Fast global motion estimation via iterative least-square method[J]. COMPUTER VISION - ACCV 2006, PT II,2006,3852:343-352. |
APA | Wang, J.,Wang, HF.,Liu, QS.,Lu, HQ.,Narayanan, PJ.,...&Shum, HY.(2006).Fast global motion estimation via iterative least-square method.COMPUTER VISION - ACCV 2006, PT II,3852,343-352. |
MLA | Wang, J,et al."Fast global motion estimation via iterative least-square method".COMPUTER VISION - ACCV 2006, PT II 3852(2006):343-352. |
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