Localization of the slab information in factory scenes using deep convolutional neural networks

作者:

Highlights:

• Industrial application using image data collected from actual steelworks.

• A deep learning based algorithm for localizing slab identification numbers.

• Deep Convolutional Neural Network (DCNN) for classifying sub-regions.

• Accumulated confidence for using adjacent outputs of DCNN.

摘要

•Industrial application using image data collected from actual steelworks.•A deep learning based algorithm for localizing slab identification numbers.•Deep Convolutional Neural Network (DCNN) for classifying sub-regions.•Accumulated confidence for using adjacent outputs of DCNN.

论文关键词:Industrial application,Steel slab,Text localization,Deep learning,Deep convolutional neural network,Accumulated confidence

论文评审过程:Received 30 May 2016, Revised 16 November 2016, Accepted 24 January 2017, Available online 31 January 2017, Version of Record 9 February 2017.

论文官网地址:https://doi.org/10.1016/j.eswa.2017.01.026