Learning predictable binary codes for face indexing

作者：

Highlights：

• Discussing the ‘predictability’ of binary codes for face indexing.

• A non-convex combinatorial optimization problem solved with EM method.

• Applying CNN to learn a deep face representation.

• Achieving state-of-the-art results on the YouTube Celebrities dataset.

摘要

Highlights•Discussing the ‘predictability’ of binary codes for face indexing.•A non-convex combinatorial optimization problem solved with EM method.•Applying CNN to learn a deep face representation.•Achieving state-of-the-art results on the YouTube Celebrities dataset.

论文关键词：Binary codes,Hashing,Face index,Large scale,Feature learning

论文评审过程：Received 26 September 2014, Revised 29 January 2015, Accepted 17 March 2015, Available online 1 April 2015, Version of Record 17 June 2015.

论文官网地址：https://doi.org/10.1016/j.patcog.2015.03.016