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DataScienceProject/Art_Images_Ai_And_Real_

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Hugging Face2024-09-24 更新2025-04-26 收录
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--- license: unknown task_categories: - image-classification language: - en tags: - art pretty_name: AI Art & real Art size_categories: - 1K<n<10K --- # Dataset Card for Dataset Name This dataset card aims to give a basic understanding what is the data contain, where it come from and how it is structured. the purpose of such dataset exist. ## Dataset Details The dataset contains of 2,839 images: training set --> 2560 , test set -> 279. The data is balanced in each set , 50% is label 0 (as real image) --> 50% label 1 (Ai generated image) *** Dowload link : https://drive.google.com/file/d/1EjrfIZ6vw7UQUwB0Cj9m8yUAbNHp87xJ/view?usp=drive_link *** Our 4 models provide a code to handle the labels. *** You can just extract the winrar folders in the same folder where you store the python code. ### important : The dataset is already ordered by folders so you can dowload/clone the repository and use the csv files to assing the labels (0,1) or do it with code. ### Dataset Description Art type : many art styles such as oil , water , drawings ect. Images of art from Ai generators and Images of art human painters ### Dataset Sources [optional] AI generated images from the engines : - Ideogram -https://ideogram.ai/login - Civitai -https://civitai.com/ - Copilot - Hugging Face:- stable-diffusion-xl-base-1.0 - openart.ai - https://openart.ai/ Real images : WikiArt -https://www.wikiart.org/ The Met -https://www.metmuseum.org/art/collection Unsplash -https://unsplash.com/ google image search google art - https://artsandculture.google.com/partner/the-metropolitan-museum-of-art art museum/gallery sites ## Uses This dataset created for a model that can distinguish between real and Ai images of art. ### Direct Use In this days when Ai image generation become a powerful tool it is very hard to tell if an image is real or fake (Ai generated), especially when we taking about an oil painting art So we wanted to create a model that can classify images of art in order to solve a potential froud prevention that someone wants to sell an image of art claming he painted it digitally and the truth is that this is Ai generated image ### Out-of-Scope Use This dataset has of images contain art from famous painters like Vincent Van Gogh and this images used only for model traning. The Ai generated images has no copyright on so you can use them as you like. ## Dataset Structure *** ela_output folder needed only for cnn+ela Model we created! ![image/png](https://cdn-uploads.huggingface.co/production/uploads/66d6f1b3b50e35e1709bfdf7/2Hzgorvlpt3L9Gevio5OA.png)
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