Video Supervoxels Using Partially Absorbing Random Walks
文献类型：期刊论文
| 作者 | Liang, Yuling1; Shen, Jianbing1; Dong, Xingping1; Sun, Hanqiu2; Li, Xuelong3
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| 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:928-938 |
| 关键词 | Laplacian graph optimization partially absorbing random walk (PARW) supervoxel video segmentation |
| ISSN号 | 1051-8215 |
| 产权排序 | 3 |
| 英文摘要 | supervoxels have been widely used as a preprocessing step to exploit object boundaries to improve the performance of video processing tasks. however, most of the traditional supervoxel algorithms do not perform well in regions with complex textures or weak boundaries. these methods may generate supervoxels with overlapping boundaries. in this paper, we present the novel video supervoxel generation algorithm using partially absorbing random walks to get more accurate supervoxels in these regions. our spatial-temporal framework is introduced by making full use of the appearance and motion cues, which effectively exploits the temporal consistency in video sequence. moreover, we build a novel laplacian optimization structure using two adjacent frames to make our approach more efficient. experimental results demonstrated that our method achieved better performance than the state-of-the-art supervoxel algorithms. |
| 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 ; optimization ; recognition |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000375707500011 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/28129]  |
| 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 Univ Hong Kong, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China 3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr Optic Imagery Anal & Learning, State Key Lab Transient Opt & Photon, Xian 710075, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liang, Yuling,Shen, Jianbing,Dong, Xingping,et al. Video Supervoxels Using Partially Absorbing Random Walks[J]. ieee transactions on circuits and systems for video technology,2016,26(5):928-938. |
| APA | Liang, Yuling,Shen, Jianbing,Dong, Xingping,Sun, Hanqiu,&Li, Xuelong.(2016).Video Supervoxels Using Partially Absorbing Random Walks.ieee transactions on circuits and systems for video technology,26(5),928-938. |
| MLA | Liang, Yuling,et al."Video Supervoxels Using Partially Absorbing Random Walks".ieee transactions on circuits and systems for video technology 26.5(2016):928-938. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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