A New Method For Structured Learning With Privileged Information
COMPUTATIONAL SCIENCE - ICCS 2018, PT II(2018)
Abstract
In this paper, we present a new method JKSE+ for structured learning. Compared with some classical methods such as SSVM and CRFs, the optimization problem in JKSE+ is a convex quadratical problem and can be easily solved because it is based on JKSE. By incorporating the privileged information into JKSE, the performance of JKSE+ is improved. We apply JKSE+ to the problem of object detection, which is a typical one in structured learning. Some experimental results show that JKSE+ performs better than JKSE.
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Key words
SVM, One-class SVM, Structured learning, Object detection, Privileged information
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