DocumentCode
3707169
Title
Multi-kernel collaborative representation for image classification
Author
Weiyang Liu;Zhiding Yu;Yandong Wen;Meng Yang;Yuexian Zou
Author_Institution
Sch. of ECE, Peking Univ.
fYear
2015
Firstpage
21
Lastpage
25
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.
Keywords
"Kernel","Optimization","Yttrium","Collaboration","Training","Dictionaries","Standards"
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2015 IEEE International Conference on
Type
conf
DOI
10.1109/ICIP.2015.7350751
Filename
7350751
Link To Document