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.
CITATION STYLE
Sun, S., Zhang, C., & Tian, Y. (2018). A New Method for Structured Learning with Privileged Information. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 10861 LNCS, pp. 453–461). Springer Verlag. https://doi.org/10.1007/978-3-319-93701-4_35
Mendeley helps you to discover research relevant for your work.