On Fairness in Face Albedo Estimation

被引:1
作者
Feng, Haiwen [1 ]
Bolkart, Timo [1 ]
Tesch, Joachim [1 ]
Black, Michael J. [1 ]
Abrevaya, Victoria [1 ]
机构
[1] MPI Intelligent Syst, Tubingen, Germany
来源
PROCEEDINGS SIGGRAPH 2022 TALKS | 2022年
关键词
SKIN COLOR;
D O I
10.1145/3532836.3536281
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Digital avatars will be crucial components for immersive telecommunication, gaming, and the coming metaverse. Unfortunately, current methods for estimating the facial appearance (albedo) are biased to estimate light skin tones. This talk raises awareness of the problem with an analysis of (1) dataset biases and (2) the light/albedo ambiguity. We show how these problems can be amelio-rated by recent advances, improving fairness in albedo estimation.
引用
收藏
页数:2
相关论文
共 12 条
  • [1] A morphable model for the synthesis of 3D faces
    Blanz, V
    Vetter, T
    [J]. SIGGRAPH 99 CONFERENCE PROCEEDINGS, 1999, : 187 - 194
  • [2] Buolamwini J., 2018, PMLR, P77
  • [3] SKIN COLOR TYPOLOGY AND SUNTANNING PATHWAYS
    CHARDON, A
    CRETOIS, I
    HOURSEAU, C
    [J]. INTERNATIONAL JOURNAL OF COSMETIC SCIENCE, 1991, 13 (04) : 191 - 208
  • [4] Variations in skin colour and the biological consequences of ultraviolet radiation exposure
    Del Bino, S.
    Bernerd, F.
    [J]. BRITISH JOURNAL OF DERMATOLOGY, 2013, 169 : 33 - 40
  • [5] 3D Morphable Face Models-Past, Present, and Future
    Egger, Bernhard
    Smith, William A. P.
    Tewari, Ayush
    Wuhrer, Stefanie
    Zollhoefer, Michael
    Beeler, Thabo
    Bernard, Florian
    Bolkart, Timo
    Kortylewski, Adam
    Romdhani, Sami
    Theobalt, Christian
    Blanz, Volker
    Vetter, Thomas
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2020, 39 (05):
  • [6] Feng HW, 2022, Arxiv, DOI arXiv:2205.03962
  • [7] Learning an Animatable Detailed 3D Face Model from In-The-Wild Images
    Feng, Yao
    Feng, Haiwen
    Black, Michael J.
    Bolkart, Timo
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2021, 40 (04):
  • [8] Jiaxiang Shang, 2020, Computer Vision - ECCV 2020. 16th European Conference. Proceedings. Lecture Notes in Computer Science (LNCS 12360), P53, DOI 10.1007/978-3-030-58555-6_4
  • [9] InverseFaceNet: Deep Monocular Inverse Face Rendering
    Kim, Hyeongwoo
    Zollhoefer, Michael
    Tewari, Ayush
    Thies, Justus
    Richardt, Christian
    Theobalt, Christian
    [J]. 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, : 4625 - 4634
  • [10] Learning a model of facial shape and expression from 4D scans
    Li, Tianye
    Bolkart, Timo
    Black, Michael J.
    Li, Hao
    Romero, Javier
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2017, 36 (06):