(3D-HPE)Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation

Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation

一个和Learning to estimate 3D human pose and shape from a single color image. In: CVPR (2018) 类似的工作。

论文不是从RGB图片获得SMPL模型的参数，而是考虑中间监督，使用了human part segmentation,来回归参数。
(3D-HPE)Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation

对模型参数 (3D-HPE)Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation 使用了L1损失。

(3D-HPE)Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation

3D 关节损失：

(3D-HPE)Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation

2D关节点损失：

(3D-HPE)Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation