[22] Yinghao Huang, Federica Bogo, Christoph Lassner, Angjoo
Kanazawa, Peter V. Gehler, Javier Romero, Ijaz Akhter,
and Michael J. Black. Towards accurate marker-less human
shape and pose estimation over time. In International Con-
ference on 3D Vision (3DV), pages 421–430, 2017. 3

[23] Catalin Ionescu, Dragos Papava, Vlad Olaru, and Cristian
Sminchisescu. Human3.6M: Large scale datasets and predic-
tive methods for 3D human sensing in natural environments.
Transactions on Pattern Analysis and Machine Intelligence
(TPAMI), 36(7):1325–1339, 2013. 3, 6

[24] Yasamin Jafarian and Hyun Soo Park. Learning high fi-
delity depths of dressed humans by watching social media
dance videos. In Computer Vision and Pattern Recognition
(CVPR), pages 12753–12762, 2021. 3
Accurate 3D Body Shape Regression using Metric and Semantic Attributes