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.
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"
Conference_Titel :
Image Processing (ICIP), 2015 IEEE International Conference on
DOI :
10.1109/ICIP.2015.7350751