A survey on deep generative 3d-aware image synthesis

W Xia, JH Xue - ACM Computing Surveys, 2023 - dl.acm.org
Recent years have seen remarkable progress in deep learning powered visual content
creation. This includes deep generative 3D-aware image synthesis, which produces high …

Multi-view consistent generative adversarial networks for 3d-aware image synthesis

X Zhang, Z Zheng, D Gao, B Zhang… - Proceedings of the …, 2022 - openaccess.thecvf.com
Abstract 3D-aware image synthesis aims to generate images of objects from multiple views
by learning a 3D representation. However, one key challenge remains: existing approaches …

pi-gan: Periodic implicit generative adversarial networks for 3d-aware image synthesis

ER Chan, M Monteiro, P Kellnhofer… - Proceedings of the …, 2021 - openaccess.thecvf.com
We have witnessed rapid progress on 3D-aware image synthesis, leveraging recent
advances in generative visual models and neural rendering. Existing approaches however …

[HTML][HTML] Multi-view consistent generative adversarial networks for compositional 3d-aware image synthesis

X Zhang, Z Zheng, D Gao, B Zhang, Y Yang… - International Journal of …, 2023 - Springer
This paper studies compositional 3D-aware image synthesis for both single-object and multi-
object scenes. We observe that two challenges remain in this field: existing approaches (1) …

Towards unsupervised learning of generative models for 3d controllable image synthesis

Y Liao, K Schwarz, L Mescheder… - Proceedings of the …, 2020 - openaccess.thecvf.com
Abstract In recent years, Generative Adversarial Networks have achieved impressive results
in photorealistic image synthesis. This progress nurtures hopes that one day the classical …

3d-aware image synthesis via learning structural and textural representations

Y Xu, S Peng, C Yang, Y Shen… - Proceedings of the …, 2022 - openaccess.thecvf.com
Making generative models 3D-aware bridges the 2D image space and the 3D physical
world yet remains challenging. Recent attempts equip a Generative Adversarial Network …

A shading-guided generative implicit model for shape-accurate 3d-aware image synthesis

X Pan, X Xu, CC Loy, C Theobalt… - Advances in Neural …, 2021 - proceedings.neurips.cc
The advancement of generative radiance fields has pushed the boundary of 3D-aware
image synthesis. Motivated by the observation that a 3D object should look realistic from …

Benchmarking and analyzing 3D-aware image synthesis with a modularized codebase

Q Wang, Z Shi, K Zheng, Y Xu… - Advances in Neural …, 2024 - proceedings.neurips.cc
Despite the rapid advance of 3D-aware image synthesis, existing studies usually adopt a
mixture of techniques and tricks, leaving it unclear how each part contributes to the final …

Generative occupancy fields for 3d surface-aware image synthesis

X Xu, X Pan, D Lin, B Dai - Advances in Neural Information …, 2021 - proceedings.neurips.cc
The advent of generative radiance fields has significantly promoted the development of 3D-
aware image synthesis. The cumulative rendering process in radiance fields makes training …

Graf: Generative radiance fields for 3d-aware image synthesis

K Schwarz, Y Liao, M Niemeyer… - Advances in Neural …, 2020 - proceedings.neurips.cc
While 2D generative adversarial networks have enabled high-resolution image synthesis,
they largely lack an understanding of the 3D world and the image formation process. Thus …