Electrical & Computer Engineering: Faculty Publications
Image Quality Enhancement Using Machine Learning
Document Type
Conference Proceeding
Publication Date
10-4-2018
Publication Title
Southeastcon 2018 Proceedings
DOI
10.1109/SECON.2018.8479289
Abstract
In this paper, we are proposing an image quality enhancement technique for surveillance cameras. In this technique, we use high-resolution reference images to train a neural network that will be used to improve the quality of low-resolution images. This process is used in the frequency domain using the discrete cosine transform. The method was proven to improve image quality by almost 20%.
Recommended Citation
O'Quinn, Wesley, Rami J. Haddad.
2018.
"Image Quality Enhancement Using Machine Learning."
Southeastcon 2018 Proceedings: Institute of Electrical and Electronics Engineers Inc..
doi: 10.1109/SECON.2018.8479289
https://digitalcommons.georgiasouthern.edu/electrical-eng-facpubs/207
Copyright
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