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Improving single-image resolution with GAN #39

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2 tasks done
sam5658 opened this issue May 22, 2023 · 0 comments · May be fixed by #103
Open
2 tasks done

Improving single-image resolution with GAN #39

sam5658 opened this issue May 22, 2023 · 0 comments · May be fixed by #103
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@sam5658
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assigned The project is assigned to a contributor By Contributor Is the project proposal was given by a contributor Deep Learning This project will be under the DL folder GSSOC 23 This issue is part of Girl script summer of Code

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sam5658 commented May 22, 2023 •
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Project Request

Generative AI Hi, I'm proposing this project which aims to improve the single-image resolution using the Super-Resolution Generative Adversarial Network (SRGAN) with the help of PyTorch.
About Generative Models such as SRGAN and ESRGAN have better loss functions than all the former GAN's resulting in generating images with higher resolution and better clarity, thus helping us improve the resolutions of low-quality images.
Github Shubham Mishra
Email shubhammishra5658@gmail.com
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  • GSSOC Participant
  • Contributor

Project Name

Description

[SRGAN is a generative adversarial network for single image super-resolution. It uses a perceptual loss function which consists of an adversarial loss and a content loss. The adversarial loss pushes the solution to the natural image manifold using a discriminator network that is trained to differentiate between the super-resolved images and original photo-realistic images. Generating Images with better higher resolutions ]

Scope

[The project aims to improve the resolution of images with the help of a pytorch-based implementation.]

Timeline

[starting date: assignment date
duration: 5-10 days ]

Video Links or Support Links

[SRGAN]
@miraj0507 miraj0507 assigned miraj0507 and sam5658 and unassigned miraj0507 May 27, 2023
@miraj0507 miraj0507 added assigned The project is assigned to a contributor GSSOC 23 This issue is part of Girl script summer of Code Deep Learning This project will be under the DL folder By Contributor Is the project proposal was given by a contributor labels May 27, 2023
@sam5658 sam5658 closed this as completed Jun 8, 2023
@sam5658 sam5658 reopened this Jun 14, 2023
@sam5658 sam5658 linked a pull request Jun 14, 2023 that will close this issue
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assigned The project is assigned to a contributor By Contributor Is the project proposal was given by a contributor Deep Learning This project will be under the DL folder GSSOC 23 This issue is part of Girl script summer of Code
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Enhanced Image Resolution using ESRGAN sam5658/World-of-AI
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@miraj0507 @sam5658