Lightweight Deep Learning Model for Invoice Image Classification

run wang; Chonghu Cheng; Yang Meng; Yingyi Sun; Jie Yang; Guan Gui

Proceedings of the 13th EAI International Conference on Mobile Multimedia Communications, Mobimedia 2020, 27-28 August 2020, Cyberspace

Research Article

Lightweight Deep Learning Model for Invoice Image Classification

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Cite: BibTeX Plain Text

@INPROCEEDINGS{10.4108/eai.27-8-2020.2295049,
    author={run  wang and Chonghu  Cheng and Yang  Meng and Yingyi  Sun and Jie  Yang and Guan  Gui},
    title={Lightweight Deep Learning Model for Invoice Image Classification},
    proceedings={Proceedings of the 13th EAI International Conference on Mobile Multimedia Communications, Mobimedia 2020, 27-28 August 2020, Cyberspace},
    publisher={EAI},
    proceedings_a={MOBIMEDIA},
    year={2020},
    month={11},
    keywords={image classification deep learning convolutional neural network computer vision},
    doi={10.4108/eai.27-8-2020.2295049}
}

run wang
Chonghu Cheng
Yang Meng
Yingyi Sun
Jie Yang
Guan Gui
Year: 2020
Lightweight Deep Learning Model for Invoice Image Classification
MOBIMEDIA
EAI
DOI: 10.4108/eai.27-8-2020.2295049

run wang¹, Chonghu Cheng¹, Yang Meng¹, Yingyi Sun², Jie Yang¹, Guan Gui¹^,*

1: College of Telecommunications & Information Engineering Nanjing University of Posts and Telecommunications Nanjing 210003, China
2: College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China

*Contact email: guiguan@njupt.edu.cn

Abstract

Deep learning based image classification usually needs a large amount of data and computing resources to achieve better classification results. Hence, image classification for small data sets has attracted more and more attention in recent years. we proposed a lightweight deep learning model in this paper, which can be used for image classification on small datasets. The experimental results show that this model can achieve high accuracy classification with small data sets.

Keywords: image classification deep learning convolutional neural network computer vision

Published: 2020-11-19
Publisher: EAI

: http://dx.doi.org/10.4108/eai.27-8-2020.2295049

Lightweight Deep Learning Model for Invoice Image Classification

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