Image-based 3D object reconstruction: State-of-the-art and trends in the deep learning era

XF Han, H Laga, M Bennamoun - IEEE transactions on pattern …, 2019 - ieeexplore.ieee.org
3D reconstruction is a longstanding ill-posed problem, which has been explored for decades
by the computer vision, computer graphics, and machine learning communities. Since 2015 …

Learning to estimate 3D human pose and shape from a single color image

G Pavlakos, L Zhu, X Zhou… - Proceedings of the …, 2018 - openaccess.thecvf.com
This work addresses the problem of estimating the full body 3D human pose and shape from
a single color image. This is a task where iterative optimization-based solutions have …

Bodynet: Volumetric inference of 3d human body shapes

G Varol, D Ceylan, B Russell, J Yang… - Proceedings of the …, 2018 - openaccess.thecvf.com
Human shape estimation is an important task for video editing, animation and fashion
industry. Predicting 3D human body shape from natural images, however, is highly …

Denserac: Joint 3d pose and shape estimation by dense render-and-compare

Y Xu, SC Zhu, T Tung - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
We present DenseRaC, a novel end-to-end framework for jointly estimating 3D human pose
and body shape from a monocular RGB image. Our two-step framework takes the body pixel …

Siclope: Silhouette-based clothed people

R Natsume, S Saito, Z Huang… - Proceedings of the …, 2019 - openaccess.thecvf.com
We introduce a new silhouette-based representation for modeling clothed human bodies
using deep generative models. Our method can reconstruct a complete and textured 3D …

Learning to reconstruct people in clothing from a single RGB camera

T Alldieck, M Magnor, BL Bhatnagar… - Proceedings of the …, 2019 - openaccess.thecvf.com
We present Octopus, a learning-based model to infer the personalized 3D shape of people
from a few frames (1-8) of a monocular video in which the person is moving with a …

Parametric modeling of 3D human body shape—A survey

ZQ Cheng, Y Chen, RR Martin, T Wu, Z Song - Computers & Graphics, 2018 - Elsevier
Parametric modeling of 3D body shape is widely used to create realistic human bodies. It
furthermore permits robust reconstruction of complete 3D body shapes even from …

Detailed human shape estimation from a single image by hierarchical mesh deformation

H Zhu, X Zuo, S Wang, X Cao… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
This paper presents a novel framework to recover detailed human body shapes from a
single image. It is a challenging task due to factors such as variations in human shapes …

Moulding humans: Non-parametric 3d human shape estimation from single images

V Gabeur, JS Franco, X Martin… - Proceedings of the …, 2019 - openaccess.thecvf.com
In this paper, we tackle the problem of 3D human shape estimation from single RGB images.
While the recent progress in convolutional neural networks has allowed impressive results …

Shape-aware human pose and shape reconstruction using multi-view images

J Liang, MC Lin - Proceedings of the IEEE/CVF international …, 2019 - openaccess.thecvf.com
We propose a scalable neural network framework to reconstruct the 3D mesh of a human
body from multi-view images, in the subspace of the SMPL model. Use of multi-view images …