average

rectangular
delicate build

soft body
masculine

Female only
pear shaped

petite

slim waist
large breasts
skinny legs
feminine

Table 1. Linguistic shape attributes for human bodies. Some at-
tributes apply to both genders, but others are gender specific.

256 3D body meshes, generated by sampling SMPL’s shape
space, to train a linear “attribute to shape” regressor. In con-
trast, we train a model that takes as input an image, instead
of attributes, and outputs an accurate 3D shape (and pose).
We crowd-source linguistic attribute scores for a variety
Accurate 3D Body Shape Regression using Metric and Semantic Attributes