Comparison of human and computer performance across face recognition experiments

作者：

Highlights：

• We review experiments comparing humans and machines in NIST face recognition tests.

• We introduce the cross-modal performance analysis (CMPA) framework.

• We apply the CMPA framework to the human–machine experiments in the NIST tests.

• We propose a challenge problem to develop algorithms with human level performance.

摘要

•We review experiments comparing humans and machines in NIST face recognition tests.•We introduce the cross-modal performance analysis (CMPA) framework.•We apply the CMPA framework to the human–machine experiments in the NIST tests.•We propose a challenge problem to develop algorithms with human level performance.

论文关键词：Face recognition,Algorithm performance,Human performance,Challenge problem

论文评审过程：Received 15 December 2012, Revised 3 September 2013, Accepted 4 December 2013, Available online 14 December 2013.

论文官网地址：https://doi.org/10.1016/j.imavis.2013.12.002