ArtDL
a paintings data set

What is ArtDL?

ArtDL is a novel painting data set for iconography classification composed of images collected from online sources. Most of the paintings are from the Renaissance period and depict scenes or characters of the Christian art. The data set is annotated with classes representing specific characters, belonging to the Iconclass classification system.

Sources

Images were collected from 10 online museums and open data collections

Images

The data set is composed of 42,479 paintings images

Categories

19 classes annotated from the Iconclass classification system

Use the data set!

The annotation process was performed semi-automatically so there may exist some incorrect or missing label. If you think that an annotation contains an error, just send us an email with the image id and your correction. We will not hesitate to fix it.

Data set

You can obtain the data set along with its annotations from HERE

Architecture and model

The architecture and the trained model are available HERE



License

Please notice that this data set is made available for academic research purposes only. The copyright of each image belongs to the original owners. If any of the images belongs to you and you would like it removed, please kindly inform us, we will remove it from our dataset immediately.

Cite the paper!

If you are using this data set for your research, please cite the corresponding paper with the BibTeX entry provided below.

BibTeX Entry

@article{milani2021dataset,

title={A Dataset and a Convolutional Model for Iconography Classification in Paintings},

author={Milani, Federico and Fraternali, Piero},

journal={Journal on Computing and Cultural Heritage (JOCCH)},

volume={14},

number={4},

pages={1--18},

year={2021},

publisher={ACM New York, NY, USA}

}


Contact us!

Federico Milani - federico.milani(at)polimi.it

Piero Fraternali - piero.fraternali(at)polimi.it



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