关于Attribute(s)和Pattern Recognition

关于Attribute(s)和Pattern Recognition

2011年04月25日  ⁄ 科研 ⁄ 共 2319字 ⁄ 评论数 6 ⁄ 被围观 2,223 阅读+

Attribute：属性。这个词一直在Computer Vision领域以及Information Retrieval频频出现。基本作用大体是这样的：咱们知道有对象的概念，那么对象就有自己的属性。例如人这个对象，可以把投、躯干、四肢看做属性。如果把一个人的一个Action看做对象，那么他的属性可以包括有没有弯腰、有没有伸胳膊、有没有曲腿等等。如果把信息检索中的一个Query查询看做对象，那么属性可以包括词性、词义等等。

在对一个对象进行识别的时候，可以将几乎尽量多的属性集成起来做全局优化，因为存在集成的思想，考虑越全面，解决好效率问题，识别结果理论上会有所提高。

下面我大体简单的挑了几篇关于Attribute的论文，大部分在CV和IR领域。

1. B. Siddiquie, R. S. Feris and L. Davis. "Image Ranking and Retrieval Based on Multi-Attribute Queries". IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2011), Oral Presentation (3.5% acceptance), Colorado Springs, USA, 2011. [pdf]
2. R. S. Feris, B. Siddiquie, Y. Zhai, J. Petterson, L. Brown and S. Pankanti. "Attribute-based Vehicle Search in Crowded Surveillance Videos". ACM International Conference on Multimedia Retrieval (ICMR 2011), Oral Presentation (16% acceptance), Trento, Italy, 2011. [pdf]
3. Jingen Liu, Benjamin Kuipers, and Silvio Savarese, Recognizing Human Actions by Attributes, to appear in IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Colorado Springs, 2011
4. Discriminative Image Warping with Attribute Flow. Weiyu Zhang (University of Pennsylvania), Praveen Srinivasan, Jianbo Shi(CVPR 2011)
5. Interactively Building a Discriminative Vocabulary of Nameable Attributes (PDF)Devi Parikh, Kristen Grauman(CVPR 2011)
6. High Level Describable Attributes for Predicting Aesthetics and Interestingness (PDF).Sagnik Dhar (Stony Brook University), Vicente Ordonez (Stony Brook University), Tamara Berg (Stony Brook University)(CVPR 2011)
7. Sharing Features Between Objects and Their Attributes. Sung Ju Hwang, Fei Sha, Kristen Grauman(CVPR 2011)
8. Combining attributes and Fisher vectors for efficient image retrieval. Matthijs Douze, Arnau Ramisa (INRIA), Cordelia Schmid(CVPR 2011)
9. Attribute-Centeric Recognition for Cross-category Generalization (PDF).Ali Farhadi, Ian Endres, Derek Hoiem(CVPR 2010)
10. Attribute and Simile Classifiers for Face Verification (PDF)Neeraj Kumar, Alexander C. Berg, Peter N. Belhumeur, Shree K. Nayar(ICCV 2009)
11. Joint learning of visual attributes, object classes and visual saliency (PDF)Gang Wang, David Forsyth(ICCV 2009)
12. Automatic Attribute Discovery and Characterization (PDF).Tamara Berg, Alexander Berg, Jonathan Shih(ECCV 2010)
13. Human Attributes from 3D Pose Tracking (PDF),Leonid Sigal, David Fleet, Niko Troje, Micha Livne(ECCV 2010)
14. Attribute-based Transfer Learning for Object Categorization with Zero or One Training Example.Xiaodong Yu, Yiannis Aloimonos(ECCV 2010)
15. A Discriminative Latent Model of Object Classes and Attributes (PDF).Yang Wang, Greg Mori(ECCV 2010)

当然还有很多文章，不过今年最多。有兴趣的可以看看。