发表状态 | 已发表Published |
题名 | Convolutional Deep Belief Networks for Single-Cell/Object Tracking in Computational Biology and Computer Vision |
作者 | |
发表日期 | 2016 |
发表期刊 | BioMed Research International
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ISSN/eISSN | 2314-6133 |
卷号 | 2016 |
摘要 | In this paper, we propose deep architecture to dynamically learn the most discriminative features from data for both single-cell and object tracking in computational biology and computer vision. Firstly, the discriminative features are automatically learned via a convolutional deep belief network (CDBN). Secondly, we design a simple yet effective method to transfer features learned from CDBNs on the source tasks for generic purpose to the object tracking tasks using only limited amount of training data. Finally, to alleviate the tracker drifting problem caused by model updating, we jointly consider three different types of positive samples. Extensive experiments validate the robustness and effectiveness of the proposed method. |
DOI | 10.1155/2016/9406259 |
URL | 查看来源 |
收录类别 | SCIE |
语种 | 英语English |
WOS研究方向 | Biotechnology & Applied Microbiology ; Research & Experimental Medicine |
WOS类目 | Biotechnology & Applied Microbiology ; Medicine, Research & Experimental |
WOS记录号 | WOS:000387397600001 |
Scopus入藏号 | 2-s2.0-84994499990 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/7271 |
专题 | 个人在本单位外知识产出 |
通讯作者 | Zhong, Bineng |
作者单位 | 1.Department of Computer Science and Engineering, Huaqiao University, Xiamen, China 2.School of Information Science and Technology, Xiamen University, Xiamen, China |
推荐引用方式 GB/T 7714 | Zhong, Bineng,Pan, Shengnan,Zhang, Hongboet al. Convolutional Deep Belief Networks for Single-Cell/Object Tracking in Computational Biology and Computer Vision[J]. BioMed Research International, 2016, 2016. |
APA | Zhong, Bineng., Pan, Shengnan., Zhang, Hongbo., Wang, Tian., Du, Jixiang., .. & Cao, Liujuan. (2016). Convolutional Deep Belief Networks for Single-Cell/Object Tracking in Computational Biology and Computer Vision. BioMed Research International, 2016. |
MLA | Zhong, Bineng,et al."Convolutional Deep Belief Networks for Single-Cell/Object Tracking in Computational Biology and Computer Vision". BioMed Research International 2016(2016). |
条目包含的文件 | 条目无相关文件。 |
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