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Document Image Classification

3 papers with code · Computer Vision

Document image classification is the task of classifying documents based on images of their contents.

( Image credit: Real-Time Document Image Classification using Deep CNN and Extreme Learning Machines )

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LayoutLM: Pre-training of Text and Layout for Document Image Understanding

31 Dec 2019microsoft/unilm

In this paper, we propose the LayoutLM to jointly model the interaction between text and layout information across scanned document images, which is beneficial for a great number of real-world document image understanding tasks such as information extraction from scanned documents.

DOCUMENT IMAGE CLASSIFICATION DOCUMENT LAYOUT ANALYSIS

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

11 Apr 2017microsoft/unilm

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 by more than half.

DOCUMENT IMAGE CLASSIFICATION OBJECT RECOGNITION TRANSFER LEARNING