“Scribble: Auto-Generated 2D Avatars with Diverse and Inclusive Art-Direction” by Petikam, Hewitt and Rezaeifar
Conference:
Type(s):
Title:
- Scribble: Auto-Generated 2D Avatars with Diverse and Inclusive Art-Direction
Session/Category Title: Images, Video & Computer Vision
Presenter(s)/Author(s):
Abstract:
“Scribble” automatically generates animated 2D avatars from a selfie, stylized based on inclusive art direction. While many face stylizations are biased or inherently limit diversity, we semantically stylize specific facial features to ensure representation. Our diversity-first art direction and stylization approach enables highly stylized yet recognizable 2D avatars.
References:
[1]
Liwen Hu, Shunsuke Saito, Lingyu Wei, Koki Nagano, Jaewoo Seo, Jens Fursund, Iman Sadeghi, Carrie Sun, Yen-Chun Chen, and Hao Li. 2017. Avatar digitization from a single image for real-time rendering. ACM TOG 36, 6 (2017), 1?14.
[2]
Koki Nagano, Jaewoo Seo, Jun Xing, Lingyu Wei, Zimo Li, Shunsuke Saito, Aviral Agarwal, Jens Fursund, and Hao Li. 2018. paGAN: real-time avatars using dynamic textures.ACM TOG 37, 6 (2018), 258?1.
[3]
Shen Sang, Tiancheng Zhi, Guoxian Song, Minghao Liu, Chunpong Lai, Jing Liu, Xiang Wen, James Davis, and Linjie Luo. 2022. Agileavatar: Stylized 3d avatar creation via cascaded domain bridging. In SIGGRAPH Asia. 1?8.
[4]
Satoshi Suzuki and Keiichi Abe. 1985. Topological structural analysis of digitized binary images by border following. Computer vision, graphics, and image processing 30, 1 (1985), 32?46.
[5]
Shizun Wang, Weihong Zeng, Xu Wang, Hao Yang, Li Chen, Yi Yuan, Yunzhao Zeng, Min Zheng, Chuang Zhang, and Ming Wu. 2023. SwiftAvatar: efficient auto-creation of parameterized stylized character on arbitrary avatar engines. In AAAI, Vol. 37. 6101?6109.
[6]
Erroll Wood, Tadas Baltru?aitis, Charlie Hewitt, Sebastian Dziadzio, Thomas J Cashman, and Jamie Shotton. 2021. Fake it till you make it: face analysis in the wild using synthetic data alone. In ICCV. Springer, 3681?3691.
[7]
Erroll Wood, Tadas Baltru?aitis, Charlie Hewitt, Matthew Johnson, Jingjing Shen, Nikola Milosavljevi?, Daniel Wilde, Stephan Garbin, Toby Sharp, Ivan Stojiljkovi?, Thomas J Cashman, and Julien Valentin. 2022. 3D face reconstruction with dense landmarks. In ECCV. Springer, 160?177.
