【转】关于Attribute(s)和Pattern Recognition
关于Attribute(s)和Pattern Recognition
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。
- 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]
- 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]
- 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
- Discriminative Image Warping with Attribute Flow. Weiyu Zhang (University of Pennsylvania), Praveen Srinivasan, Jianbo Shi(CVPR 2011)
- Interactively Building a Discriminative Vocabulary of Nameable Attributes (PDF)Devi Parikh, Kristen Grauman(CVPR 2011)
- 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)
- Sharing Features Between Objects and Their Attributes. Sung Ju Hwang, Fei Sha, Kristen Grauman(CVPR 2011)
- Combining attributes and Fisher vectors for efficient image retrieval. Matthijs Douze, Arnau Ramisa (INRIA), Cordelia Schmid(CVPR 2011)
- Attribute-Centeric Recognition for Cross-category Generalization (PDF).Ali Farhadi, Ian Endres, Derek Hoiem(CVPR 2010)
- Attribute and Simile Classifiers for Face Verification (PDF)Neeraj Kumar, Alexander C. Berg, Peter N. Belhumeur, Shree K. Nayar(ICCV 2009)
- Joint learning of visual attributes, object classes and visual saliency (PDF)Gang Wang, David Forsyth(ICCV 2009)
- Automatic Attribute Discovery and Characterization (PDF).Tamara Berg, Alexander Berg, Jonathan Shih(ECCV 2010)
- Human Attributes from 3D Pose Tracking (PDF),Leonid Sigal, David Fleet, Niko Troje, Micha Livne(ECCV 2010)
- Attribute-based Transfer Learning for Object Categorization with Zero or One Training Example.Xiaodong Yu, Yiannis Aloimonos(ECCV 2010)
- 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。