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This dataset contains reference art scraped from wikiart.org, for the purpose of studying cases of potential copyright infringement on unique artistic styles. Specifically, this dataset is used in the ICLR 2025 paper [Rethinking Artistic Copyright Infringements in the Era of Text-to-Image Generative Models](https://openreview.net/forum?id=0OTVNEm9N4) for the proposed "ArtSavant" method.

Key details:
* Only includes Public Domain and Fair Use images
* Consists of all public domain or fair use artworks on wikiart.org for artists with at least 100 such works (as of 2024).
* Images resized to 256x256, but original urls are also available
* Other metadata (e.g. styles, genres, title) are also taken directly from the wikiart page for the corresponding artwork.

For greater details on how to use this dataset, please refer to the linked paper above and to the github repo (coming soon).

If this dataset is of use to you, please consider citing our work. Thank you.
```
@inproceedings{
moayeri2025rethinking,
title={Rethinking Copyright Infringements In the Era Of Text-to-Image Generative Models},
author={Mazda Moayeri and Samyadeep Basu and Sriram Balasubramanian and Priyatham Kattakinda and Atoosa Chegini and Robert Brauneis and Soheil Feizi},
booktitle={The Thirteenth International Conference on Learning Representations},
year={2025},
url={https://openreview.net/forum?id=0OTVNEm9N4}
}
```

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- ---
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- license: cc
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- dataset_info:
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- features:
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- - name: path
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- dtype: string
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- - name: img_url
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- dtype: string
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- - name: page_url
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- dtype: string
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- - name: genres
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- dtype: string
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- - name: styles
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- dtype: string
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- - name: artist
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- dtype: string
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- - name: license
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- dtype: string
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- - name: title
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- dtype: string
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- - name: train_split
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- dtype: bool
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- - name: __index_level_0__
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- dtype: int64
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- - name: image
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- dtype: image
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- splits:
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- - name: train
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- num_bytes: 966112227.685
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- num_examples: 73415
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- - name: test
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- num_bytes: 267382878.964
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- num_examples: 18167
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- download_size: 1294560831
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- dataset_size: 1233495106.649
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- configs:
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- - config_name: default
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- data_files:
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- - split: train
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- path: data/train-*
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- - split: test
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- path: data/test-*
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- ---
 
 
 
 
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+ ---
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+ license: cc
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+ dataset_info:
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+ features:
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+ - name: path
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+ dtype: string
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+ - name: img_url
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+ dtype: string
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+ - name: page_url
10
+ dtype: string
11
+ - name: genres
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+ dtype: string
13
+ - name: styles
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+ dtype: string
15
+ - name: artist
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+ dtype: string
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+ - name: license
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+ dtype: string
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+ - name: title
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+ dtype: string
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+ - name: train_split
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+ dtype: bool
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+ - name: __index_level_0__
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+ dtype: int64
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+ - name: image
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+ dtype: image
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+ splits:
28
+ - name: train
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+ num_bytes: 966112227.685
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+ num_examples: 73415
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+ - name: test
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+ num_bytes: 267382878.964
33
+ num_examples: 18167
34
+ download_size: 1294560831
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+ dataset_size: 1233495106.649
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data/train-*
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+ - split: test
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+ path: data/test-*
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+ tags:
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+ - art
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+ pretty_name: WikiArt Repository for ArtSavant
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+ ---