README.md

---
dataset_info:
  features:
  - name: image
    dtype: image
  - name: id
    dtype: string
  - name: title
    dtype: string
  - name: url
    dtype: string
  - name: artistUrl
    dtype: string
  - name: artistName
    dtype: string
  - name: artistId
    dtype: string
  - name: completitionYear
    dtype: int64
  - name: dictionaries
    sequence: string
  - name: location
    dtype: string
  - name: period
    struct:
    - name: id
      dtype: string
    - name: title
      dtype: string
  - name: serie
    struct:
    - name: id
      dtype: string
    - name: title
      dtype: string
  - name: genres
    sequence: string
  - name: styles
    sequence: string
  - name: media
    sequence: string
  - name: sizeX
    dtype: float64
  - name: sizeY
    dtype: float64
  - name: diameter
    dtype: float64
  - name: galleries
    sequence: string
  - name: tags
    sequence: string
  - name: description
    dtype: string
  - name: width
    dtype: int64
  - name: height
    dtype: int64
  - name: group
    dtype: string
  splits:
  - name: test
    num_bytes: 304516774.52
    num_examples: 6135
  download_size: 297553264
  dataset_size: 304516774.52
configs:
- config_name: default
  data_files:
  - split: test
    path: data/test-*
---


# WikiART Face

WikiART Face is a collection of faces from paintings extracted from [WikiART](https://www.wikiart.org/). 

<p align="center">
<img src="assets/wikiart_face_image.png" width="650"><br>
</p>

WikiART face is inspired by [CelebA](https://mmlab.ie.cuhk.edu.hk/projects/CelebA.html), one of the largest human-face image sets, and
we follow the same process pipeline to generate the face image from the original portrait.

<p align="center">
<img src="assets/face_image_pipeline.png" width="700"><br>
</p>

The dataset contains following meta attributes from WikiART entry:
- 'image', 'id', 'title', 'url', 'artistUrl', 'artistName', 'artistId', 'completitionYear', 'dictionaries', 'location', 'period', 'serie', 'genres', 'styles', 'media', 'sizeX', 'sizeY', 'diameter', 'galleries', 'tags', 'description', 'width', 'height', 'group'


***Statistics per Art Movement***


|  Art Movement          |   WikiART Face |
|:-----------------------|---------------:|
| abstract-expressionism |   19 |
| ecole-de-paris         |   19 |
| expressionism          |  435 |
| impressionism          |  705 |
| naive-art-primitivism  |   66 |
| neo-impressionism      |   37 |
| neoclassicism          |    2 |
| post-impressionism     |  414 |
| realism                | 1440 |
| rococo                 |  910 |
| romanticism            | 1441 |
| surrealism             |   73 |
| symbolism              |  574 |
| All                    | 6135 |