International Journal of All Research Education & Scientific Methods

An ISO Certified Peer-Reviewed Journal

ISSN: 2455-6211

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Restech : Image Enhancer using Generative Ad...

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Restech : Image Enhancer using Generative Ad...

Restech : Image Enhancer using Generative Adversarial Networks

Author Name : Gagandeep, Mrs. Narinder Kaur

ABSTRACT

With the increase in number of CCTVs in the country, good quality feed from them is an important factor for them to be useful. With new Neural Networks like GANs, it is possible to generate high resolution images from low resolution images. Using techniques like interpolation, can help in increase the number of pixels but it will result in loss of quality. But with GANs, images can be up-sampled with a multiple time increase in quality. The aim of this paper is to develop a system that can perform an up-scaling of 4x on images with an increase in quality using Generative Adversarial Networks. A prototype system is developed and tested.