Knowledge Commons of Institute of Automation，CAS
| Image annotation via graph learning | |
Liu, Jing1 ; Li, Mingjing2; Liu, Qingshan1; Lu, Hanqing1; Ma, Songde1
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| 发表期刊 | PATTERN RECOGNITION
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| 2009-02-01 | |
| 卷号 | 42期号:2页码:218-228 |
| 文章类型 | Article |
| 摘要 | Image annotation has been an active research topic in recent years due to its potential impact on both image understanding and web image search. In this paper, we propose a graph learning framework for image annotation. First, the image-based graph learning is performed to obtain the candidate annotations for each image. In order to capture the complex distribution of image data, we propose a Nearest Spanning Chain (NSC) method to construct the image-based graph, whose edge-weights are derived from the chain-wise statistical information instead of the traditional pairwise similarities. Second, the word-based graph learning is developed to refine the relationships between images and words to get final annotations for each image. To enrich the representation of the word-based graph, we design two types of word correlations based on web search results besides the word co-occurrence in the training set. The effectiveness of the proposed Solution is demonstrated from the experiments on the Corel dataset and a web image dataset. (C) 2008 Elsevier Ltd. All rights reserved. |
| 关键词 | Graph Learning Image Annotation Image Similarity Word Correlation |
| WOS标题词 | Science & Technology ; Technology |
| 关键词[WOS] | RETRIEVAL |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS研究方向 | Computer Science ; Engineering |
| WOS类目 | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
| WOS记录号 | WOS:000260947600002 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ia.ac.cn/handle/173211/3330 |
| 专题 | 紫东太初大模型研究中心_图像与视频分析 |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China 2.Microsoft Res Asia, Beijing 100080, Peoples R China |
| 第一作者单位 | 中国科学院自动化研究所 |
| 推荐引用方式 GB/T 7714 | Liu, Jing,Li, Mingjing,Liu, Qingshan,et al. Image annotation via graph learning[J]. PATTERN RECOGNITION,2009,42(2):218-228. |
| APA | Liu, Jing,Li, Mingjing,Liu, Qingshan,Lu, Hanqing,&Ma, Songde.(2009).Image annotation via graph learning.PATTERN RECOGNITION,42(2),218-228. |
| MLA | Liu, Jing,et al."Image annotation via graph learning".PATTERN RECOGNITION 42.2(2009):218-228. |
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| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Image annotation via（579KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 | |
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