HDPA: Hierarchical deep probability analysis for scene parsing | |
Yuan, Yuan1; Jiang, Zhiyu1,2; Wangm, Qi3; Wangm, Qi (crabwq@nwpu.edu.cn) | |
2017 | |
会议日期 | 2017-07-10 |
会议地点 | Hong Kong, Hong kong |
DOI | 10.1109/ICME.2017.8019367 |
页码 | 313-318 |
英文摘要 | Scene parsing is an important task in computer vision and many issues still need to be solved. One problem is about the non-unified framework for predicting things and stuff and the other one refers to the inadequate description of contextual information. In this paper, we address these issues by proposing a Hierarchical Deep Probability Analysis(HDPA) method which particularly exploits the power of probabilistic graphical model and deep convolutional neural network on pixel-level scene parsing. To be specific, an input image is initially segmented and represented through a CNN framework under Gaussian pyramid. Then the graphical models are built under each scale and the labels are ultimately predicted by structural analysis. Three contributions are claimed: unified framework for scene labeling, hierarchical probabilistic graphical modeling and adequate contextual information consideration. Experiments on three benchmarks show that the proposed method outperforms the state-of-the-arts in scene parsing. © 2017 IEEE. |
产权排序 | 1 |
会议录 | 2017 IEEE International Conference on Multimedia and Expo, ICME 2017 |
会议录出版者 | IEEE Computer Society |
语种 | 英语 |
ISSN号 | 19457871 |
ISBN号 | 9781509060672 |
内容类型 | 会议论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/29411] |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
通讯作者 | Wangm, Qi (crabwq@nwpu.edu.cn) |
作者单位 | 1.Center for OPTical IMagery Analysis and Learning (OPTIMAL), State Key Laboratory of Transient Optics and Photonics, Xi'An Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, Shaanxi; 710119, China 2.University of Chinese Academy of Sciences, 19A Yuquanlu, Beijing; 100049, China 3.School of Computer Science and Center for OPTical IMagery Analysis and Learning (OPTIMAL), Northwestern Polytechnical University, Xi'an, Shaanxi; 710072, China |
推荐引用方式 GB/T 7714 | Yuan, Yuan,Jiang, Zhiyu,Wangm, Qi,et al. HDPA: Hierarchical deep probability analysis for scene parsing[C]. 见:. Hong Kong, Hong kong. 2017-07-10. |
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