Abstract | ||
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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 |
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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 Liu | 1 | 31 | 6.29 |
Zhiding Yu | 2 | 421 | 30.08 |
Yandong Wen | 3 | 115 | 8.27 |
Meng Yang | 4 | 1876 | 57.14 |
Zou Yuexian | 5 | 215 | 39.62 |