Superpixel Optimization Using Higher Order Energy
文献类型：期刊论文
| 作者 | Peng, Jianteng1; Shen, Jianbing1; Yao, Angela2; Li, Xuelong3
|
| 刊名 | ieee transactions on circuits and systems for video technology
 |
| 出版日期 | 2016-05-01 |
| 卷号 | 26期号:5页码:917-927 |
| 关键词 | Higher order energy optimization superpixel |
| ISSN号 | 1051-8215 |
| 产权排序 | 3 |
| 英文摘要 | a novel superpixel extraction algorithm using a higher order energy optimization framework is proposed in this paper. we first adopt the k-means clustering technique to quickly get an initial superpixel result. then a higher order energy function is employed to optimize and refine these initial superpixels. we use a more general higher order energy function that includes a first-order data term, a second-order smoothness term, and a higher order term. the presegments are employed to provide the prior information of sufficient edges and segment regions for our higher order energy term. according to the texture measurement in different local regions, our algorithm adaptively computes the proper ratios of different energy terms to obtain a better superpixel performance. the experimental results demonstrate that our method using the higher order energy generates better results with well-aligned boundaries and homogeneous effects than the existing superpixel algorithms. |
| WOS标题词 | science & technology ; technology |
| 类目[WOS] | engineering, electrical & electronic |
| 研究领域[WOS] | engineering |
| 关键词[WOS] | graph cuts ; segmentation |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000375707500010 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/28125]  |
| 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 Lab Intelligent Informat Technol, Beijing 100081, Peoples R China 2.Univ Bonn, Inst Comp Sci 2, D-53113 Bonn, Germany 3.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 | Peng, Jianteng,Shen, Jianbing,Yao, Angela,et al. Superpixel Optimization Using Higher Order Energy[J]. ieee transactions on circuits and systems for video technology,2016,26(5):917-927. |
| APA | Peng, Jianteng,Shen, Jianbing,Yao, Angela,&Li, Xuelong.(2016).Superpixel Optimization Using Higher Order Energy.ieee transactions on circuits and systems for video technology,26(5),917-927. |
| MLA | Peng, Jianteng,et al."Superpixel Optimization Using Higher Order Energy".ieee transactions on circuits and systems for video technology 26.5(2016):917-927. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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