Accurate 3D Body Shape Regression using Metric and Semantic Attributes

• Published in: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) pp. 2708 - 2718
• Main Authors: Choutas, Vasileios, Muller, Lea, Huang, Chun-Hao P., Tang, Siyu, Tzionas, Dimitrios, Black, Michael J.
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2022
• Subjects: 3D from single images; Pose estimation and tracking; Annotations; Biological system modeling; Shape; Shape measurement; Solid modeling; Three-dimensional displays

While methods that regress 3D human meshes from images have progressed rapidly, the estimated body shapes often do not capture the true human shape. This is problematic since, for many applications, accurate body shape is as important as pose. The key reason that body shape accuracy lags pose accura...