| Image esthetic assessment using both hand-crafting and semantic features | |
Guo, Lihua1; Xiong, Yangchao1; Huang, Qinghua1; Li, Xuelong2
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| 作者部门 | 光学影像学习与分析中心 |
| 2014-11-02 | |
| 发表期刊 | NEUROCOMPUTING
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| ISSN | 0925-2312 |
| 卷号 | 143期号:SI页码:14-26 |
| 摘要 | Automatically assessing the visual esthetics of images is of great interest in high-level vision research and has drawn much attention in recent years. Traditional methods heavily depend on the performance of subject region extraction. This paper proposes to use semantic features in the esthetic assessment system because they can implicitly represent the image topic and be helpful if the subject region extraction fails. Accordingly, a framework combining the hand-crafting features with semantic features is proposed to evaluate image esthetic quality. The experimental results show that the semantic features can improve the performance of image esthetic assessment. (C) 2014 Elsevier B.V. All rights reserved. |
| 文章类型 | Article |
| 关键词 | Image Esthetic Assessment Clarity Region Detection Hand-crafting Features Extraction Semantic Features Extraction |
| WOS标题词 | Science & Technology ; Technology |
| DOI | 10.1016/j.neucom.2014.06.029 |
| 收录类别 | SCI ; EI |
| 关键词[WOS] | QUALITY ASSESSMENT ; SPARSE REPRESENTATION ; CLASSIFICATION ; STATISTICS ; PHOTO |
| 语种 | 英语 |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence |
| WOS记录号 | WOS:000340982800003 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/22393 |
| 专题 | 光谱成像技术研究室 |
| 作者单位 | 1.S China Univ Technol, Sch Elect & Informat Engn, Guangzhou 510640, Guangdong, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China |
| 推荐引用方式 GB/T 7714 | Guo, Lihua,Xiong, Yangchao,Huang, Qinghua,et al. Image esthetic assessment using both hand-crafting and semantic features[J]. NEUROCOMPUTING,2014,143(SI):14-26. |
| APA | Guo, Lihua,Xiong, Yangchao,Huang, Qinghua,&Li, Xuelong.(2014).Image esthetic assessment using both hand-crafting and semantic features.NEUROCOMPUTING,143(SI),14-26. |
| MLA | Guo, Lihua,et al."Image esthetic assessment using both hand-crafting and semantic features".NEUROCOMPUTING 143.SI(2014):14-26. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Image esthetic asses（12502KB） | 期刊论文 | 出版稿 | 限制开放 | CC BY | 请求全文 | |
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