---
_id: '18256'
abstract:
- lang: eng
  text: '"Beauty is in the eye of the beholder." This maxim, emphasizing the subjectivity
    of the perception of beauty, has enjoyed a wide consensus since ancient times.
    In the digital era, data-driven methods have been shown to be able to predict
    human-assigned beauty scores for facial images. In this work, we augment this
    ability and train a generative model that generates faces conditioned on a requested
    beauty score. In addition, we show how this trained generator can be used to "beautify"
    an input face image. By doing so, we achieve an unsupervised beautification model,
    in the sense that it relies on no ground truth target images. Our implementation
    is available on: https://github.com/beholdergan/Beholder-GAN.'
article_number: '8803807'
article_processing_charge: No
arxiv: 1
author:
- first_name: Nir
  full_name: Diamant, Nir
  last_name: Diamant
- first_name: Dean
  full_name: Zadok, Dean
  last_name: Zadok
- first_name: Chaim
  full_name: Baskin, Chaim
  last_name: Baskin
- first_name: Eli
  full_name: Schwartz, Eli
  last_name: Schwartz
- first_name: Alexander
  full_name: Bronstein, Alexander
  id: 58f3726e-7cba-11ef-ad8b-e6e8cb3904e6
  last_name: Bronstein
  orcid: 0000-0001-9699-8730
citation:
  ama: 'Diamant N, Zadok D, Baskin C, Schwartz E, Bronstein AM. Beholder-Gan: Generation
    and beautification of facial images with conditioning on their beauty level. In:
    <i>2019 IEEE International Conference on Image Processing (ICIP)</i>. IEEE; 2019.
    doi:<a href="https://doi.org/10.1109/icip.2019.8803807">10.1109/icip.2019.8803807</a>'
  apa: 'Diamant, N., Zadok, D., Baskin, C., Schwartz, E., &#38; Bronstein, A. M. (2019).
    Beholder-Gan: Generation and beautification of facial images with conditioning
    on their beauty level. In <i>2019 IEEE International Conference on Image Processing
    (ICIP)</i>. Taipei, Taiwan: IEEE. <a href="https://doi.org/10.1109/icip.2019.8803807">https://doi.org/10.1109/icip.2019.8803807</a>'
  chicago: 'Diamant, Nir, Dean Zadok, Chaim Baskin, Eli Schwartz, and Alex M. Bronstein.
    “Beholder-Gan: Generation and Beautification of Facial Images with Conditioning
    on Their Beauty Level.” In <i>2019 IEEE International Conference on Image Processing
    (ICIP)</i>. IEEE, 2019. <a href="https://doi.org/10.1109/icip.2019.8803807">https://doi.org/10.1109/icip.2019.8803807</a>.'
  ieee: 'N. Diamant, D. Zadok, C. Baskin, E. Schwartz, and A. M. Bronstein, “Beholder-Gan:
    Generation and beautification of facial images with conditioning on their beauty
    level,” in <i>2019 IEEE International Conference on Image Processing (ICIP)</i>,
    Taipei, Taiwan, 2019.'
  ista: 'Diamant N, Zadok D, Baskin C, Schwartz E, Bronstein AM. 2019. Beholder-Gan:
    Generation and beautification of facial images with conditioning on their beauty
    level. 2019 IEEE International Conference on Image Processing (ICIP). 26th IEEE
    International Conference on Image Processing, 8803807.'
  mla: 'Diamant, Nir, et al. “Beholder-Gan: Generation and Beautification of Facial
    Images with Conditioning on Their Beauty Level.” <i>2019 IEEE International Conference
    on Image Processing (ICIP)</i>, 8803807, IEEE, 2019, doi:<a href="https://doi.org/10.1109/icip.2019.8803807">10.1109/icip.2019.8803807</a>.'
  short: N. Diamant, D. Zadok, C. Baskin, E. Schwartz, A.M. Bronstein, in:, 2019 IEEE
    International Conference on Image Processing (ICIP), IEEE, 2019.
conference:
  end_date: 2019-09-25
  location: Taipei, Taiwan
  name: 26th IEEE International Conference on Image Processing
  start_date: 2019-09-22
date_created: 2024-10-08T13:07:32Z
date_published: 2019-08-26T00:00:00Z
date_updated: 2024-12-05T15:59:29Z
day: '26'
doi: 10.1109/icip.2019.8803807
extern: '1'
external_id:
  arxiv:
  - '1902.02593'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.1902.02593
month: '08'
oa: 1
oa_version: Preprint
publication: 2019 IEEE International Conference on Image Processing (ICIP)
publication_identifier:
  eissn:
  - 2381-8549
  isbn:
  - '9781538662502'
publication_status: published
publisher: IEEE
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Beholder-Gan: Generation and beautification of facial images with conditioning
  on their beauty level'
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
year: '2019'
...