Deep neural network based image annotation
文献类型：期刊论文
| 作者 | Zhu, Songhao1; Shi, Zhe1; Sun, Chengjian1; Shen, Shuhan2
|
| 刊名 | PATTERN RECOGNITION LETTERS
 |
| 出版日期 | 2015-11-01 |
| 卷号 | 65页码:103-108 |
| 关键词 | Deep learning Multi-label Multi-modal Image annotation |
| 英文摘要 | Multilabel image annotation is one of the most important open problems in computer vision field. Unlike existing works that usually use conventional visual features to annotate images, features based on deep learning have shown potential to achieve outstanding performance. In this work, we propose a multimodal deep learning framework, which aims to optimally integrate multiple deep neural networks pretrained with convolutional neural networks. In particular, the proposed framework explores a unified two stage learning scheme that consists of (i) learning to fine-tune the parameters of deep neural network with respect to each individual modality, and (ii) learning to find the optimal combination of diverse modalities simultaneously in a coherent process. Experiments conducted on a variety of public datasets evaluate the performance of the proposed framework for multilabel image annotation, in which the encouraging results validate the effectiveness of the proposed algorithms. (C) 2015 Elsevier B.V. All rights reserved. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence |
| 研究领域[WOS] | Computer Science |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000362187000015 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/10733]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_机器人视觉团队 |
| 作者单位 | 1.Nanjing Univ Posts & Telecommun, Sch Automat, Nanjing 210046, Jiangsu, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 110093, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhu, Songhao,Shi, Zhe,Sun, Chengjian,et al. Deep neural network based image annotation[J]. PATTERN RECOGNITION LETTERS,2015,65:103-108. |
| APA | Zhu, Songhao,Shi, Zhe,Sun, Chengjian,&Shen, Shuhan.(2015).Deep neural network based image annotation.PATTERN RECOGNITION LETTERS,65,103-108. |
| MLA | Zhu, Songhao,et al."Deep neural network based image annotation".PATTERN RECOGNITION LETTERS 65(2015):103-108. |
入库方式： OAI收割
来源：自动化研究所
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