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

<p align="center">
<img src="assets/face_image_pipeline.png" width="700"><br>
<em>Figure 1: Pipeline to produce single WikiART Face image.</em>
</p>

WikiART Face is a collection of face from paintings. Inspired by the largest human-face image set [CelebA](https://mmlab.ie.cuhk.edu.hk/projects/CelebA.html),
we process all the portraits from WikiART with the pipeline described in Figure 1. 
As the final step, we blur the corner of each image so that model can pay more attention on the face rather than the background.
We release both version of the dataset w/wo the final blur step.
Below table shows the image size per each 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 |