Neural body: Implicit neural representations with structured latent codes for novel view synthesis of dynamic humans

S Peng, Y Zhang, Y Xu, Q Wang… - Proceedings of the …, 2021 - openaccess.thecvf.com
This paper addresses the challenge of novel view synthesis for a human performer from a
very sparse set of camera views. Some recent works have shown that learning implicit …

Non-rigid neural radiance fields: Reconstruction and novel view synthesis of a dynamic scene from monocular video

E Tretschk, A Tewari, V Golyanik… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract We present Non-Rigid Neural Radiance Fields (NR-NeRF), a reconstruction and
novel view synthesis approach for general non-rigid dynamic scenes. Our approach takes …

Structured local radiance fields for human avatar modeling

Z Zheng, H Huang, T Yu, H Zhang… - Proceedings of the …, 2022 - openaccess.thecvf.com
It is extremely challenging to create an animatable clothed human avatar from RGB videos,
especially for loose clothes due to the difficulties in motion modeling. To address this …

Neural 3d video synthesis from multi-view video

T Li, M Slavcheva, M Zollhoefer… - Proceedings of the …, 2022 - openaccess.thecvf.com
We propose a novel approach for 3D video synthesis that is able to represent multi-view
video recordings of a dynamic real-world scene in a compact, yet expressive representation …

Behave: Dataset and method for tracking human object interactions

BL Bhatnagar, X **e, IA Petrov… - Proceedings of the …, 2022 - openaccess.thecvf.com
Modelling interactions between humans and objects in natural environments is central to
many applications including gaming, virtual and mixed reality, as well as human behavior …

Arch++: Animation-ready clothed human reconstruction revisited

T He, Y Xu, S Saito, S Soatto… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
We present ARCH++, an image-based method to reconstruct 3D avatars with arbitrary
clothing styles. Our reconstructed avatars are animation-ready and highly realistic, in both …

Differentiable volumetric rendering: Learning implicit 3d representations without 3d supervision

M Niemeyer, L Mescheder… - Proceedings of the …, 2020 - openaccess.thecvf.com
Learning-based 3D reconstruction methods have shown impressive results. However, most
methods require 3D supervision which is often hard to obtain for real-world datasets …

Pifu: Pixel-aligned implicit function for high-resolution clothed human digitization

S Saito, Z Huang, R Natsume… - Proceedings of the …, 2019 - openaccess.thecvf.com
Abstract We introduce Pixel-aligned Implicit Function (PIFu), an implicit representation that
locally aligns pixels of 2D images with the global context of their corresponding 3D object …

Pamir: Parametric model-conditioned implicit representation for image-based human reconstruction

Z Zheng, T Yu, Y Liu, Q Dai - IEEE transactions on pattern …, 2021 - ieeexplore.ieee.org
Modeling 3D humans accurately and robustly from a single image is very challenging, and
the key for such an ill-posed problem is the 3D representation of the human models. To …

Learning implicit fields for generative shape modeling

Z Chen, H Zhang - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
We advocate the use of implicit fields for learning generative models of shapes and
introduce an implicit field decoder, called IM-NET, for shape generation, aimed at improving …