Recent advances in 3d gaussian splatting

T Wu, YJ Yuan, LX Zhang, J Yang, YP Cao… - Computational Visual …, 2024 - Springer
The emergence of 3D Gaussian splatting (3DGS) has greatly accelerated rendering in novel
view synthesis. Unlike neural implicit representations like neural radiance fields (NeRFs) …

Nerf: Neural radiance field in 3d vision, a comprehensive review

K Gao, Y Gao, H He, D Lu, L Xu, J Li - arxiv preprint arxiv:2210.00379, 2022 - arxiv.org
Neural Radiance Field (NeRF), a new novel view synthesis with implicit scene
representation has taken the field of Computer Vision by storm. As a novel view synthesis …

One-2-3-45: Any single image to 3d mesh in 45 seconds without per-shape optimization

M Liu, C Xu, H **, L Chen… - Advances in Neural …, 2024 - proceedings.neurips.cc
Single image 3D reconstruction is an important but challenging task that requires extensive
knowledge of our natural world. Many existing methods solve this problem by optimizing a …

Wonder3d: Single image to 3d using cross-domain diffusion

X Long, YC Guo, C Lin, Y Liu, Z Dou… - Proceedings of the …, 2024 - openaccess.thecvf.com
In this work we introduce Wonder3D a novel method for generating high-fidelity textured
meshes from single-view images with remarkable efficiency. Recent methods based on the …

Fantasia3d: Disentangling geometry and appearance for high-quality text-to-3d content creation

R Chen, Y Chen, N Jiao, K Jia - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Automatic 3D content creation has achieved rapid progress recently due to the availability of
pre-trained, large language models and image diffusion models, forming the emerging topic …

2d gaussian splatting for geometrically accurate radiance fields

B Huang, Z Yu, A Chen, A Geiger, S Gao - ACM SIGGRAPH 2024 …, 2024 - dl.acm.org
3D Gaussian Splatting (3DGS) has recently revolutionized radiance field reconstruction,
achieving high quality novel view synthesis and fast rendering speed. However, 3DGS fails …

Neuralangelo: High-fidelity neural surface reconstruction

Z Li, T Müller, A Evans, RH Taylor… - Proceedings of the …, 2023 - openaccess.thecvf.com
Neural surface reconstruction has been shown to be powerful for recovering dense 3D
surfaces via image-based neural rendering. However, current methods struggle to recover …

Nerfstudio: A modular framework for neural radiance field development

M Tancik, E Weber, E Ng, R Li, B Yi, T Wang… - ACM SIGGRAPH 2023 …, 2023 - dl.acm.org
Neural Radiance Fields (NeRF) are a rapidly growing area of research with wide-ranging
applications in computer vision, graphics, robotics, and more. In order to streamline the …

Realfusion: 360deg reconstruction of any object from a single image

L Melas-Kyriazi, I Laina… - Proceedings of the …, 2023 - openaccess.thecvf.com
We consider the problem of reconstructing a full 360deg photographic model of an object
from a single image of it. We do so by fitting a neural radiance field to the image, but find this …

Score jacobian chaining: Lifting pretrained 2d diffusion models for 3d generation

H Wang, X Du, J Li, RA Yeh… - Proceedings of the …, 2023 - openaccess.thecvf.com
A diffusion model learns to predict a vector field of gradients. We propose to apply chain rule
on the learned gradients, and back-propagate the score of a diffusion model through the …