Proceedings of the 2017 2nd Joint International Information Technology, Mechanical and Electronic Engineering Conference (JIMEC 2017)

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Image Classification And Recognition Based On The Deep Convolutional Neural Network

Authors
Yuan-yuan Wang, Long-jun Zhang, Yang Xiao, Jing Xu, You-jun Zhang
Corresponding Author
Yuan-yuan Wang
Available Online October 2017.
DOI
10.2991/jimec-17.2017.38How to use a DOI?
Keywords
Machine Learning; Computer Vision; Deep Learning; Convolutional Neural Network.
Abstract

With the development of the information age, there were a lot of data whose features couldn't be extracted or predicted effectively in real life. One of the core function of computer vision technology is to classify and recognize, with classification and recognition as its summit mission of object detection and object positioning. Due to image data were affected by multiple factors such as illumination, environment, angle, certain object features couldn't be established by manual coding, and it is hard for high latitude data in a computer to realize real-time object detection, object localization, classification and recognition. Therefore the higher accuracy in classification could be obtained with the help of GPU of high performance and the large scale pre-training on the super database Image Net, based on the most advanced deep convolution neural network algorithm. The complete optimization training was conducted on data sets Pascal Vision Object Classes (VOC), and the real-time object detection, object localization, classification and recognition were realized by high performance GPU of NVIDIA.

Copyright
© 2017, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2017 2nd Joint International Information Technology, Mechanical and Electronic Engineering Conference (JIMEC 2017)
Series
Advances in Computer Science Research
Publication Date
October 2017
ISBN
10.2991/jimec-17.2017.38
ISSN
2352-538X
DOI
10.2991/jimec-17.2017.38How to use a DOI?
Copyright
© 2017, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

risenwbib
TY  - CONF
AU  - Yuan-yuan Wang
AU  - Long-jun Zhang
AU  - Yang Xiao
AU  - Jing Xu
AU  - You-jun Zhang
PY  - 2017/10
DA  - 2017/10
TI  - Image Classification And Recognition Based On The Deep Convolutional Neural Network
BT  - Proceedings of the 2017 2nd Joint International Information Technology, Mechanical and Electronic Engineering Conference (JIMEC 2017)
PB  - Atlantis Press
SP  - 171
EP  - 174
SN  - 2352-538X
UR  - https://doi.org/10.2991/jimec-17.2017.38
DO  - 10.2991/jimec-17.2017.38
ID  - Wang2017/10
ER  -