Image Segmentation by MAP-ML Estimations
文献类型：期刊论文
| 作者 | Shifeng Chen; Liangliang Cao; Yueming Wang; Jianzhuang Liu; Xiaoou Tang |
| 刊名 | IEEE TRANSACTIONS ON IMAGE PROCESSING
 |
| 出版日期 | 2010 |
| 卷号 | 19期号:9页码:2254-2264 |
| 英文摘要 | Image segmentation plays an important role in computer vision and image analysis. In this paper, image segmentation is formulated as a labeling problem under a probability maximization framework. To estimate the label configuration, an iterative optimization scheme is proposed to alternately carry out the maximum a posteriori (MAP) estimation and the maximum likelihood (ML) estimation. The MAP estimation problem is modeled with Markov random fields (MRFs) and a graph cut algorithm is used to find the solution to the MAP estimation. The ML estimation is achieved by computing the means of region features in a Gaussian model. Our algorithm can automatically segment an image into regions with relevant textures or colors without the need to know the number of regions in advance. Its results match image edges very well and are consistent with human perception. Comparing to six state-of-the-art algorithms, extensive experiments have shown that our algorithm performs the best |
| 收录类别 | SCI |
| 原文出处 | http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5440904 |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/2678]  |
| 专题 | 深圳先进技术研究院_集成所 |
| 作者单位 | IEEE TRANSACTIONS ON IMAGE PROCESSING |
| 推荐引用方式 GB/T 7714 | Shifeng Chen,Liangliang Cao,Yueming Wang,et al. Image Segmentation by MAP-ML Estimations[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2010,19(9):2254-2264. |
| APA | Shifeng Chen,Liangliang Cao,Yueming Wang,Jianzhuang Liu,&Xiaoou Tang.(2010).Image Segmentation by MAP-ML Estimations.IEEE TRANSACTIONS ON IMAGE PROCESSING,19(9),2254-2264. |
| MLA | Shifeng Chen,et al."Image Segmentation by MAP-ML Estimations".IEEE TRANSACTIONS ON IMAGE PROCESSING 19.9(2010):2254-2264. |
入库方式： OAI收割
来源：深圳先进技术研究院
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