most citedCutting the Error by Half: Investigation of Very Deep CNN and Advanced Training Strategies for Document Image Classification

119 citations

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2 papers

cs.CV2017★ 102 cited

Real-Time Document Image Classification using Deep CNN and Extreme Learning Machines

Andreas Kölsch, Muhammad Zeshan Afzal, Markus Ebbecke +1

This paper presents an approach for real-time training and testing for document image classification. In production environments, it is crucial to perform accurate and (time-)effic…

cs.CV2017★ 119 cited

Cutting the Error by Half: Investigation of Very Deep CNN and Advanced Training Strategies for Document Image Classification

Muhammad Zeshan Afzal, Andreas Kölsch, Sheraz Ahmed +1

We present an exhaustive investigation of recent Deep Learning architectures, algorithms, and strategies for the task of document image classification to finally reduce the error b…