Pornographic images recognition based on spatial pyramid partition and multi-instance ensemble learning

作者：

Highlights：

• Spatial pyramid partition based multi-instance modeling method is proposed.

• Fuzzy histograms fusion based metadata extraction method is proposed.

• Extreme learning machine and classifier ensemble based MIL algorithm is proposed.

• The ELMCE-MIL is robust and comparable to other state-of-the-art MIL algorithms.

摘要

•Spatial pyramid partition based multi-instance modeling method is proposed.•Fuzzy histograms fusion based metadata extraction method is proposed.•Extreme learning machine and classifier ensemble based MIL algorithm is proposed.•The ELMCE-MIL is robust and comparable to other state-of-the-art MIL algorithms.

论文关键词：Multi-instance learning,Pornographic images recognition,Extreme learning machine

论文评审过程：Received 21 September 2013, Revised 13 April 2015, Accepted 18 April 2015, Available online 28 April 2015, Version of Record 13 May 2015.

论文官网地址：https://doi.org/10.1016/j.knosys.2015.04.014