[Project Addition] AI Generated vs Real Images Classification using DL

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #662 [Project Addition] AI Generated vs Real Images Classification using DL

• Info about the related issue (Aim of the project) : To classify images into AI generated or real images, which had some contact from humans like paintings or images.
• Name: Arihant Bhandari
• GitHub ID: https://github.com/Arihant-Bhandari
• Email ID: arihant.bhandari.2004@gmail.com
• Idenitfy yourself: GSSoC 2024 Contributor

Closes: #662 [Project Addition] AI Generated vs Real Images Classification using DL

Describe the add-ons or changes you've made 📃

Wrote code for preprocessing and loading images, created models including custom as well as pre-trained models, like ResNet-50, VGG16 and so on.

Type of change ☑️

What sort of change have you made:

• [x] Bug fix (non-breaking change which fixes an issue)
• [x] New feature (non-breaking change which adds functionality)
• [x] Code style update (formatting, local variables)
• [x] Breaking change (fix or feature that would cause existing functionality to not work as expected)
• [x] This change requires a documentation update

How Has This Been Tested? ⚙️

Models	Accuracy	Loss
ResNet-50	60.96%	0.6848
inception	76.71%	0.4543
CNN	67.81%	0.6443
CNN with Attention	69.86%	0.6037
Xception	75.34%	0.5466
VGG16	78.77%	0.5400

Checklist: ☑️

• [x] My code follows the guidelines of this project.
• [x] I have performed a self-review of my own code.
• [x] I have commented my code, particularly wherever it was hard to understand.
• [x] I have made corresponding changes to the documentation.
• [x] My changes generate no new warnings.
• [x] I have added things that prove my fix is effective or that my feature works.
• [x] Any dependent changes have been merged and published in downstream modules.

[github-actions[bot]]

Our team will soon review your PR. Thanks @Arihant-Bhandari :)

[Arihant-Bhandari]

hi @abhisheks008 , this is the preliminary work. i have sent in all the models i worked on, let me know any changes to be made, i will be glad to makew them, thank you for your time and patience.

also, i have worked on about 8 models, let me know which ones to cut down, i have set in things on README.md to be scaled down version, if any other model is to be added in final metrics list, i will make those changes.

[Arihant-Bhandari]

yup the project is complete, i have 8 models with me but i was thinking to trim them down to just 4-5, future contris can come in that way like improvements and so on. i will update this completely later today, just wanted to let the codebase be under review.