Monocular Human Digitization via Implicit Re-projection Networks. (arXiv:2205.06468v1 [cs.CV])

We present an approach to generating 3D human models from images. The key to
our framework is that we predict double-sided orthographic depth maps and color
images from a single perspective projected image. Our framework consists of
three networks. The first network predicts normal maps to recover geometric
details such as wrinkles in the clothes and facial regions. The second network
predicts shade-removed images for the front and back views by utilizing the
predicted normal maps. The last multi-headed network …

arxiv cv digitization human networks projection