Title
Multi-kernel collaborative representation for image classification
Abstract
We consider the image classification problem via multiple kernel collaborative representation (MKCR). We generalize the kernel collaborative representation based classification to a multi-kernel framework where multiple kernels are jointly learned with the representation coefficients. The intrinsic idea of multiple kernel learning is adopted in our MKCR model. Experimental results show MKCR converges within reasonable iterations and achieves state-of-the-art performance.
Year
DOI
Venue
2015
10.1109/ICIP.2015.7350751
2015 IEEE International Conference on Image Processing (ICIP)
Keywords
Field
DocType
Multi-Kernel,Collaborative Representation,Image Classification
Kernel (linear algebra),Pattern recognition,Computer science,Multiple kernel learning,Tree kernel,Artificial intelligence,Contextual image classification,Multi kernel,Machine learning
Conference
Volume
ISSN
Citations 
2015-December
1522-4880
2
PageRank 
References 
Authors
0.36
22
5
Name
Order
Citations
PageRank
Weiyang Liu1316.29
Zhiding Yu242130.08
Yandong Wen31158.27
Meng Yang4187657.14
Zou Yuexian521539.62