2011 MiningPartiallyAnnotatedImages

• (Qi et al., 2011) ⇒ Zhongang Qi, Ming Yang, Zhongfei (Mark) Zhang, and Zhengyou Zhang. (2011). “Mining Partially Annotated Images.” In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2011) Journal. ISBN:978-1-4503-0813-7 doi:10.1145/2020408.2020592

Subject Headings:

Cited By

• http://scholar.google.com/scholar?q=%222011%22+Mining+Partially+Annotated+Images
• http://dl.acm.org/citation.cfm?id=2020408.2020592&preflayout=flat#citedby

Quotes

Author Keywords

• Algorithms; data mining; experimentation; image annotation completion and prediction; image databases; partially annotated training set; retrieval models; semi-supervised learning; statistical; structural

Abstract

In this paper, we study the problem of mining partially annotated images. We first define what the problem of mining partially annotated images is, and argue that in many real-world applications annotated images are typically partially annotated and thus that the problem of mining partially annotated images exists in many situations. We then propose an effective solution to this problem based on a statistical model we have developed called the Semi-Supervised Correspondence Hierarchical Dirichlet Process (SSCHDP). The main idea of this model lies in exploiting the information pertaining to partially annotated images or even unannotated images to achieve semi-supervised learning under the HDP structure. We apply this model to completing the annotations appropriately for partially annotated images in the training data and then to predicting the annotations appropriately and completely for all the unannotated images either in the training data or in any unseen data beyond the training process. Experiments show that SSC-HDP is superior to the peer models from the recent literature when they are applied to solving the problem of mining partially annotated images.

References

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2011 MiningPartiallyAnnotatedImages	Zhongang Qi Ming Yang Zhongfei (Mark) Zhang Zhengyou Zhang			Mining Partially Annotated Images				10.1145/2020408.2020592		2011