Interactive Segmentation Using Constrained Laplacian Optimization
文献类型：期刊论文
| 作者 | Shen, Jianbing1; Du, Yunfan1; Li, Xuelong2
|
| 刊名 | ieee transactions on circuits and systems for video technology
 |
| 出版日期 | 2014-07-01 |
| 卷号 | 24期号:7页码:1088-1100 |
| 关键词 | Interactive segmentation Laplacian optimization normalized cuts (NCuts) |
| ISSN号 | 1051-8215 |
| 英文摘要 | we present a novel interactive image segmentation approach with user scribbles using constrained laplacian graph optimization. a novel energy framework is developed by adding the smoothing item in the cost function of laplacian graph energy. to the best of our knowledge, our approach is the first to incorporate the normalized cuts and graph cuts algorithms into a unified energy optimization framework. the proposed approach is further accelerated by running the proposed optimization method on a band region when we segment the large images. our acceleration strategy enables our approach to efficiently segment the large images, which yields about a 20-80 times speedup. the proposed approach is evaluated on both the publicly available data sets and our own data set with large images. the benefits of the proposed unified framework are also demonstrated both qualitatively and quantitatively. the experimental results show that our segmentation method achieves better performance of both boundary recall and error rate than the existing state-of-the-art approaches. |
| WOS标题词 | science & technology ; technology |
| 类目[WOS] | engineering, electrical & electronic |
| 研究领域[WOS] | engineering |
| 关键词[WOS] | image segmentation ; normalized cuts ; mean shift ; graph cuts ; algorithm ; model |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000340102500002 |
| 公开日期 | 2015-03-18 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/22356]  |
| 专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
| 作者单位 | 1.Beijing Inst Technol, Sch Comp Sci, Beijing Key Lab Intelligent Informat Technol, Beijing 100081, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning, Xian 710119, Peoples R China |
| 推荐引用方式 GB/T 7714 | Shen, Jianbing,Du, Yunfan,Li, Xuelong. Interactive Segmentation Using Constrained Laplacian Optimization[J]. ieee transactions on circuits and systems for video technology,2014,24(7):1088-1100. |
| APA | Shen, Jianbing,Du, Yunfan,&Li, Xuelong.(2014).Interactive Segmentation Using Constrained Laplacian Optimization.ieee transactions on circuits and systems for video technology,24(7),1088-1100. |
| MLA | Shen, Jianbing,et al."Interactive Segmentation Using Constrained Laplacian Optimization".ieee transactions on circuits and systems for video technology 24.7(2014):1088-1100. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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