WSABIE: scaling up to large vocabulary image annotation

作者: Nicolas Usunier , Samy Bengio , Jason Weston

DOI: 10.5591/978-1-57735-516-8/IJCAI11-460

关键词:

摘要: Image annotation datasets are becoming larger and larger, with tens of millions images thousands possible annotations. We propose a strongly performing method that scales to such by simultaneously learning optimize precision at the top ranked list annotations for given image low-dimensional joint embedding space both Our method, called WSABIE, outperforms several baseline methods is faster consumes less memory.

参考文章(26)
David H. Wolpert, Original Contribution: Stacked generalization Neural Networks. ,vol. 5, pp. 241- 259 ,(1992) , 10.1016/S0893-6080(05)80023-1
Christiane Fellbaum, An Electronic Lexical Database Cambridge, MA: The MIT Press. ,(1998)
A. Barla, F. Odone, A. Verri, Histogram intersection kernel for image classification international conference on image processing. ,vol. 3, pp. 513- 516 ,(2003) , 10.1109/ICIP.2003.1247294
Qiang Yang, De-Chuan Zhan, Zhi-Hua Zhou, Semi-supervised learning with very few labeled training examples national conference on artificial intelligence. ,vol. 1, pp. 675- 680 ,(2007)
Pietro Perona, Gregory Griffin, Alex Holub, Caltech-256 Object Category Dataset California Institute of Technology. ,(2007)
BSCH OLKOPF, C Burges, A Smola, Advances in kernel methods: support vector learning international conference on neural information processing. ,(1999) , 10.5555/299094
Ameesh Makadia, Vladimir Pavlovic, Sanjiv Kumar, A New Baseline for Image Annotation Lecture Notes in Computer Science. pp. 316- 329 ,(2008) , 10.1007/978-3-540-88690-7_24
Nicolas Usunier, David Buffoni, Patrick Gallinari, Ranking with ordered weighted pairwise classification Proceedings of the 26th Annual International Conference on Machine Learning - ICML '09. pp. 1057- 1064 ,(2009) , 10.1145/1553374.1553509
Herbert Robbins, Sutton Monro, A Stochastic Approximation Method Annals of Mathematical Statistics. ,vol. 22, pp. 400- 407 ,(1951) , 10.1214/AOMS/1177729586
N. Anantrasirichai, J. Burn, David R. Bull, Robust texture features for blurred images using Undecimated Dual-Tree Complex Wavelets 2014 IEEE International Conference on Image Processing (ICIP). pp. 5696- 5700 ,(2014) , 10.1109/ICIP.2014.7026152