PIXGAN-Drone: 3D Avatar of Human Body Reconstruction from Multi-View 2D Images

AS Rasheed, M Jabberi, TM Hamdani, AM Alimi - IEEE Access, 2024 - ieeexplore.ieee.org
Study is being conducted on training Generative Adversarial Networks (GANs) from 2D
datasets to generate 3D human body avatars. Numerous applications, such as virtual reality …

A systematic literature review of generative adversarial networks (GANs) in 3D avatar reconstruction from 2D images

AJH Koh, SY Tan, MF Nasrudin - Multimedia Tools and Applications, 2024 - Springer
The rapid advancement of machine learning and computer vision has paved the way for
significant processes in 3D avatar reconstruction from 2D images. Recently, generative …

Exploring the Potential of High-Resolution Drone Imagery for Improved 3D Human Avatar Reconstruction: A Comparative Study with Mobile Images

AS Rasheed, M Jabberi, TM Hamdani… - Pacific-Rim Symposium …, 2023 - Springer
Reconstructing a 3D avatar of a human body from 2D images is not an easy task since it
depends on several processing steps to enhance 3D acquisition devices input. Using …

Mvp-human dataset for 3d human avatar reconstruction from unconstrained frames

X Zhu, T Liao, J Lyu, X Yan, Y Wang, K Guo… - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper, we consider a novel problem of reconstructing a 3D human avatar from
multiple unconstrained frames, independent of assumptions on camera calibration, capture …

Enhancing 3D Human Body Reconstruction: A Local Information-Based Approach with Improved Generalization and Accuracy

Y Liu, X Liu, K Meng, H Yang… - … Conference on Image …, 2023 - ieeexplore.ieee.org
The 3D reconstruction of the human body from a single RGB or RGB-D image holds
extensive application potential in domains such as virtual reality and human-computer …

Single-view 3d human digitalization with large reconstruction models

Z Weng, J Liu, H Tan, Z Xu, Y Zhou… - arXiv preprint arXiv …, 2024 - arxiv.org
In this paper, we introduce Human-LRM, a single-stage feed-forward Large Reconstruction
Model designed to predict human Neural Radiance Fields (NeRF) from a single image. Our …

PMDI: Combining Parametric-Model and Depth-Aware Implicit Function for Single-View Human Reconstruction

S Zhong, J Wang, X Hu - ICASSP 2024-2024 IEEE International …, 2024 - ieeexplore.ieee.org
3D human reconstruction from a single image has achieved great progress with recent deep
neural networks. However, conventional approaches still struggle with the issues of over …

Sfnet: Clothed human 3d reconstruction via single side-to-front view rgb-d image

X Li, Y Fan, D Xu, W He, G Lv… - 2022 8th International …, 2022 - ieeexplore.ieee.org
Front-view human information is critical for reconstructing a detailed 3D human body from a
single RGB/RGB-D image. However, we sometimes struggle to access the front-view portrait …

Normalgan: Learning detailed 3d human from a single rgb-d image

L Wang, X Zhao, T Yu, S Wang, Y Liu - European Conference on Computer …, 2020 - Springer
We propose NormalGAN, a fast adversarial learning-based method to reconstruct the
complete and detailed 3D human from a single RGB-D image. Given a single front-view …

Animated 3D human avatars from a single image with GAN-based texture inference

Z Li, L Chen, C Liu, F Zhang, Z Li, Y Gao, Y Ha… - Computers & …, 2021 - Elsevier
With the development of AR/VR technologies, a reliable and straightforward way to digitize a
three-dimensional human body is in high demand. Most existing methods use complex …