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Deep Generative Models on 3D Representations: A Survey

Deep Generative Models on 3D Representations: A Survey

27 October 2022
Zifan Shi
Sida Peng
Yinghao Xu
Andreas Geiger
Yiyi Liao
Yujun Shen
    MedIm
    3DV
ArXivPDFHTML

Papers citing "Deep Generative Models on 3D Representations: A Survey"

50 / 101 papers shown
Title
Benchmarking and Analyzing 3D-aware Image Synthesis with a Modularized
  Codebase
Benchmarking and Analyzing 3D-aware Image Synthesis with a Modularized Codebase
Qiuyu Wang
Zifan Shi
Kecheng Zheng
Yinghao Xu
Sida Peng
Yujun Shen
278
4
0
21 Jun 2023
UrbanGIRAFFE: Representing Urban Scenes as Compositional Generative
  Neural Feature Fields
UrbanGIRAFFE: Representing Urban Scenes as Compositional Generative Neural Feature Fields
Yuanbo Yang
Yifei Yang
Hanlei Guo
R. Xiong
Yue Wang
Yiyi Liao
60
19
0
24 Mar 2023
DisCoScene: Spatially Disentangled Generative Radiance Fields for
  Controllable 3D-aware Scene Synthesis
DisCoScene: Spatially Disentangled Generative Radiance Fields for Controllable 3D-aware Scene Synthesis
Yinghao Xu
Menglei Chai
Zifan Shi
Sida Peng
Ivan Skorokhodov
...
Ceyuan Yang
Yujun Shen
Hsin-Ying Lee
Bolei Zhou
Sergey Tulyakov
VGen
65
61
0
22 Dec 2022
Rodin: A Generative Model for Sculpting 3D Digital Avatars Using
  Diffusion
Rodin: A Generative Model for Sculpting 3D Digital Avatars Using Diffusion
Tengfei Wang
Bo Zhang
Ting Zhang
Shuyang Gu
Jianmin Bao
...
Jingjing Shen
Dong Chen
Fang Wen
Qifeng Chen
B. Guo
83
286
0
12 Dec 2022
3D-LDM: Neural Implicit 3D Shape Generation with Latent Diffusion Models
3D-LDM: Neural Implicit 3D Shape Generation with Latent Diffusion Models
Gimin Nam
Mariem Khlifi
Andrew Rodriguez
Alberto Tono
Linqi Zhou
Paul Guerrero
DiffM
52
68
0
01 Dec 2022
AvatarGen: A 3D Generative Model for Animatable Human Avatars
AvatarGen: A 3D Generative Model for Animatable Human Avatars
Jianfeng Zhang
Zihang Jiang
Dingdong Yang
Hongyi Xu
Yichun Shi
Guoxian Song
Zhongcong Xu
Xinchao Wang
Jiashi Feng
3DH
72
77
0
26 Nov 2022
Diffusion-SDF: Conditional Generative Modeling of Signed Distance
  Functions
Diffusion-SDF: Conditional Generative Modeling of Signed Distance Functions
Gene Chou
Yuval Bahat
Felix Heide
DiffM
64
118
0
24 Nov 2022
Next3D: Generative Neural Texture Rasterization for 3D-Aware Head
  Avatars
Next3D: Generative Neural Texture Rasterization for 3D-Aware Head Avatars
Jingxiang Sun
Xuanxia Wang
Lizhen Wang
Xiaoyu Li
Yong Zhang
Hongwen Zhang
Yebin Liu
3DH
66
117
0
21 Nov 2022
LION: Latent Point Diffusion Models for 3D Shape Generation
LION: Latent Point Diffusion Models for 3D Shape Generation
Fangyin Wei
Arash Vahdat
Francis Williams
Zan Gojcic
Or Litany
Sanja Fidler
Karsten Kreis
DiffM
113
500
0
12 Oct 2022
GET3D: A Generative Model of High Quality 3D Textured Shapes Learned
  from Images
GET3D: A Generative Model of High Quality 3D Textured Shapes Learned from Images
Jun Gao
Tianchang Shen
Zian Wang
Wenzheng Chen
K. Yin
Daiqing Li
Or Litany
Zan Gojcic
Sanja Fidler
66
449
0
22 Sep 2022
GAUDI: A Neural Architect for Immersive 3D Scene Generation
GAUDI: A Neural Architect for Immersive 3D Scene Generation
Miguel Angel Bautista
Pengsheng Guo
Samira Abnar
Walter A. Talbott
Alexander Toshev
...
Shuangfei Zhai
Hanlin Goh
Daniel Ulbricht
Afshin Dehghan
J. Susskind
SyDa
3DGS
54
137
0
27 Jul 2022
ShapeCrafter: A Recursive Text-Conditioned 3D Shape Generation Model
ShapeCrafter: A Recursive Text-Conditioned 3D Shape Generation Model
Rao Fu
Xiaoyu Zhan
Yiwen Chen
Daniel E. Ritchie
Srinath Sridhar
64
79
0
19 Jul 2022
Generative Neural Articulated Radiance Fields
Generative Neural Articulated Radiance Fields
Alexander W. Bergman
Petr Kellnhofer
Yifan Wang
E. R. Chan
David B. Lindell
Gordon Wetzstein
3DH
93
108
0
28 Jun 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation
Jiahui Yu
Yuanzhong Xu
Jing Yu Koh
Thang Luong
Gunjan Baid
...
Zarana Parekh
Xin Li
Han Zhang
Jason Baldridge
Yonghui Wu
EGVM
176
1,114
0
22 Jun 2022
VoxGRAF: Fast 3D-Aware Image Synthesis with Sparse Voxel Grids
VoxGRAF: Fast 3D-Aware Image Synthesis with Sparse Voxel Grids
Katja Schwarz
Axel Sauer
Michael Niemeyer
Yiyi Liao
Andreas Geiger
84
149
0
15 Jun 2022
Unsupervised Learning of Efficient Geometry-Aware Neural Articulated
  Representations
Unsupervised Learning of Efficient Geometry-Aware Neural Articulated Representations
Atsuhiro Noguchi
Xiao Sun
Stephen Lin
Tatsuya Harada
55
67
0
19 Apr 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents
Hierarchical Text-Conditional Image Generation with CLIP Latents
Aditya A. Ramesh
Prafulla Dhariwal
Alex Nichol
Casey Chu
Mark Chen
VLM
DiffM
350
6,854
0
13 Apr 2022
Disentangled3D: Learning a 3D Generative Model with Disentangled
  Geometry and Appearance from Monocular Images
Disentangled3D: Learning a 3D Generative Model with Disentangled Geometry and Appearance from Monocular Images
A. Tewari
R. MallikarjunB.
Xingang Pan
Ohad Fried
Maneesh Agrawala
Christian Theobalt
CoGe
3DV
DRL
50
51
0
29 Mar 2022
GIRAFFE HD: A High-Resolution 3D-aware Generative Model
GIRAFFE HD: A High-Resolution 3D-aware Generative Model
Yang Xue
Yuheng Li
Krishna Kumar Singh
Yong Jae Lee
68
99
0
28 Mar 2022
Towards Implicit Text-Guided 3D Shape Generation
Towards Implicit Text-Guided 3D Shape Generation
Zhengzhe Liu
Yi Wang
Xiaojuan Qi
Chi-Wing Fu
47
91
0
28 Mar 2022
A Visual Navigation Perspective for Category-Level Object Pose
  Estimation
A Visual Navigation Perspective for Category-Level Object Pose Estimation
Jiaxin Guo
Fangxun Zhong
R. Xiong
Yunhui Liu
Yue Wang
Yiyi Liao
OCL
63
6
0
25 Mar 2022
Pix2NeRF: Unsupervised Conditional $π$-GAN for Single Image to Neural
  Radiance Fields Translation
Pix2NeRF: Unsupervised Conditional πππ-GAN for Single Image to Neural Radiance Fields Translation
Shengqu Cai
Anton Obukhov
Dengxin Dai
Luc Van Gool
52
100
0
26 Feb 2022
Point-NeRF: Point-based Neural Radiance Fields
Point-NeRF: Point-based Neural Radiance Fields
Qiangeng Xu
Zexiang Xu
Julien Philip
Sai Bi
Zhixin Shu
Kalyan Sunkavalli
Ulrich Neumann
3DPC
94
576
0
21 Jan 2022
StyleSDF: High-Resolution 3D-Consistent Image and Geometry Generation
StyleSDF: High-Resolution 3D-Consistent Image and Geometry Generation
Roy Or-El
Xuan Luo
Mengyi Shan
Eli Shechtman
Jeong Joon Park
Ira Kemelmacher-Shlizerman
3DH
3DV
91
354
0
21 Dec 2021
CLIP-NeRF: Text-and-Image Driven Manipulation of Neural Radiance Fields
CLIP-NeRF: Text-and-Image Driven Manipulation of Neural Radiance Fields
Can Wang
Menglei Chai
Mingming He
Dongdong Chen
Jing Liao
CLIP
97
385
0
09 Dec 2021
Plenoxels: Radiance Fields without Neural Networks
Plenoxels: Radiance Fields without Neural Networks
Alex Yu
Sara Fridovich-Keil
Matthew Tancik
Qinhong Chen
Benjamin Recht
Angjoo Kanazawa
239
1,646
0
09 Dec 2021
Neural Fields in Visual Computing and Beyond
Neural Fields in Visual Computing and Beyond
Yiheng Xie
Towaki Takikawa
Shunsuke Saito
Or Litany
Shiqin Yan
Numair Khan
Federico Tombari
James Tompkin
Vincent Sitzmann
Srinath Sridhar
3DH
160
627
0
22 Nov 2021
Advances in Neural Rendering
Advances in Neural Rendering
A. Tewari
Justus Thies
B. Mildenhall
P. Srinivasan
E. Tretschk
...
S. Fanello
Jun Zhu
Gordon Wetzstein
Michael Zollhoefer
D. B. Goldman
3DH
AI4CE
99
450
0
10 Nov 2021
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent
  Pixel Synthesis
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis
Peng Zhou
Lingxi Xie
Bingbing Ni
Qi Tian
72
175
0
19 Oct 2021
Voxel Transformer for 3D Object Detection
Voxel Transformer for 3D Object Detection
Jiageng Mao
Yujing Xue
Minzhe Niu
Haoyue Bai
Jiashi Feng
Xiaodan Liang
Hang Xu
Chunjing Xu
3DPC
ViT
65
411
0
06 Sep 2021
3D Shape Generation with Grid-based Implicit Functions
3D Shape Generation with Grid-based Implicit Functions
Moritz Ibing
I. Lim
Leif Kobbelt
58
59
0
22 Jul 2021
NeuS: Learning Neural Implicit Surfaces by Volume Rendering for
  Multi-view Reconstruction
NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction
Peng Wang
Lingjie Liu
Yuan Liu
Christian Theobalt
Taku Komura
Wenping Wang
80
1,721
0
20 Jun 2021
UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for
  Multi-View Reconstruction
UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for Multi-View Reconstruction
Michael Oechsle
Songyou Peng
Andreas Geiger
96
751
0
20 Apr 2021
Unconstrained Scene Generation with Locally Conditioned Radiance Fields
Unconstrained Scene Generation with Locally Conditioned Radiance Fields
Terrance Devries
Miguel Angel Bautista
Nitish Srivastava
Graham W. Taylor
J. Susskind
75
155
0
01 Apr 2021
NeRF-VAE: A Geometry Aware 3D Scene Generative Model
NeRF-VAE: A Geometry Aware 3D Scene Generative Model
Adam R. Kosiorek
Heiko Strathmann
Daniel Zoran
Pol Moreno
R. Schneider
Sovna Mokrá
Danilo Jimenez Rezende
DRL
83
141
0
01 Apr 2021
MINE: Towards Continuous Depth MPI with NeRF for Novel View Synthesis
MINE: Towards Continuous Depth MPI with NeRF for Novel View Synthesis
Jiaxin Li
Zijian Feng
Qi She
Henghui Ding
Changhu Wang
G. Lee
3DH
MDE
57
160
0
27 Mar 2021
PlenOctrees for Real-time Rendering of Neural Radiance Fields
PlenOctrees for Real-time Rendering of Neural Radiance Fields
Alex Yu
Ruilong Li
Matthew Tancik
Hao Li
Ren Ng
Angjoo Kanazawa
86
1,072
0
25 Mar 2021
KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs
KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs
Christian Reiser
Songyou Peng
Yiyi Liao
Andreas Geiger
51
821
0
25 Mar 2021
FastNeRF: High-Fidelity Neural Rendering at 200FPS
FastNeRF: High-Fidelity Neural Rendering at 200FPS
Stephan J. Garbin
Marek Kowalski
Matthew W. Johnson
Jamie Shotton
Julien P. C. Valentin
80
641
0
18 Mar 2021
Diffusion Probabilistic Models for 3D Point Cloud Generation
Diffusion Probabilistic Models for 3D Point Cloud Generation
Shitong Luo
Wei Hu
3DPC
247
743
0
02 Mar 2021
Zero-Shot Text-to-Image Generation
Zero-Shot Text-to-Image Generation
Aditya A. Ramesh
Mikhail Pavlov
Gabriel Goh
Scott Gray
Chelsea Voss
Alec Radford
Mark Chen
Ilya Sutskever
VLM
385
4,919
0
24 Feb 2021
Neural Geometric Level of Detail: Real-time Rendering with Implicit 3D
  Shapes
Neural Geometric Level of Detail: Real-time Rendering with Implicit 3D Shapes
Towaki Takikawa
Joey Litalien
K. Yin
Karsten Kreis
Charles T. Loop
Derek Nowrouzezahrai
Alec Jacobson
M. McGuire
Sanja Fidler
3DV
89
522
0
26 Jan 2021
Neural Body: Implicit Neural Representations with Structured Latent
  Codes for Novel View Synthesis of Dynamic Humans
Neural Body: Implicit Neural Representations with Structured Latent Codes for Novel View Synthesis of Dynamic Humans
Sida Peng
Yuanqing Zhang
Yinghao Xu
Qianqian Wang
Qing Shuai
Hujun Bao
Xiaowei Zhou
3DH
269
701
0
31 Dec 2020
ANR: Articulated Neural Rendering for Virtual Avatars
ANR: Articulated Neural Rendering for Virtual Avatars
Amit Raj
Julian Tanke
James Hays
Minh Vo
Carsten Stoll
Christoph Lassner
3DH
65
67
0
23 Dec 2020
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware
  Image Synthesis
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis
E. R. Chan
M. Monteiro
Petr Kellnhofer
Jiajun Wu
Gordon Wetzstein
GAN
104
853
0
02 Dec 2020
Deep Implicit Templates for 3D Shape Representation
Deep Implicit Templates for 3D Shape Representation
Zerong Zheng
Tao Yu
Qionghai Dai
Yebin Liu
48
117
0
30 Nov 2020
Deformed Implicit Field: Modeling 3D Shapes with Learned Dense
  Correspondence
Deformed Implicit Field: Modeling 3D Shapes with Learned Dense Correspondence
Yu Deng
Jiaolong Yang
Xin Tong
68
150
0
27 Nov 2020
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature
  Fields
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields
Michael Niemeyer
Andreas Geiger
OCL
140
962
0
24 Nov 2020
A Progressive Conditional Generative Adversarial Network for Generating
  Dense and Colored 3D Point Clouds
A Progressive Conditional Generative Adversarial Network for Generating Dense and Colored 3D Point Clouds
Mohammad Arshad
William J. Beksi
3DPC
49
22
0
12 Oct 2020
Learning Gradient Fields for Shape Generation
Learning Gradient Fields for Shape Generation
Ruojin Cai
Guandao Yang
Hadar Averbuch-Elor
Jinwei Gu
Serge J. Belongie
Noah Snavely
B. Hariharan
3DPC
91
285
0
14 Aug 2020
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