Image and Video Upscaling Using Real-ESRGAN

Publication Date : 24/04/2025


Author(s) :

Amit Jana.


Volume/Issue :
Volume 03
,
Issue 4
(04 - 2025)



Abstract :

With the gradual evolution of social networks and the popularity of smartphones, photos in social networks are rapidly developing. A large number of applications have emerged to enhance image processing and social sharing. More and more people like to use pictures to share and gain visual information. The image quality directly affects the user's experience. Therefore, to recommend better quality images in social networks for existing images, it is necessary to improve image resolution as much as possible through software processing methods to meet this widespread demand. The goal of image super-resolution (SR) algorithms is to generate high-resolution images from low-resolution ones. This paper presents a comprehensive study on image and video upscaling using Real-ESRGAN (Enhanced Super-Resolution Generative Adversarial Networks).


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