CASIA OpenIR  > 模式识别国家重点实验室  > 图像与视频分析
Image annotation via graph learning
Liu, Jing1; Li, Mingjing2; Liu, Qingshan1; Lu, Hanqing1; Ma, Songde1
AbstractImage 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.
KeywordGraph Learning Image Annotation Image Similarity Word Correlation
WOS HeadingsScience & Technology ; Technology
Indexed BySCI
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS IDWOS:000260947600002
Citation statistics
Cited Times:113[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Affiliation1.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China
2.Microsoft Res Asia, Beijing 100080, Peoples R China
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
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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