Deep representation design from deep kernel networks

作者：

Highlights：

• Deep map network is proposed to efficiently approximate deep kernel network.

• Unsupervised fine-tuning algorithm is proposed for deep map network.

• The results on the three datasets show their effectiveness and efficiency.

摘要

•Deep map network is proposed to efficiently approximate deep kernel network.•Unsupervised fine-tuning algorithm is proposed for deep map network.•The results on the three datasets show their effectiveness and efficiency.

论文关键词：Multiple kernel learning,Kernel design,Deep networks,Efficient computation,Image annotation

论文评审过程：Received 9 May 2018, Revised 12 October 2018, Accepted 7 December 2018, Available online 8 December 2018, Version of Record 13 December 2018.

论文官网地址：https://doi.org/10.1016/j.patcog.2018.12.005