Deep Generative Models on 3D Representations: A Survey

27 October 2022

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

50 / 104 papers shown

Title
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 Ruojin Cai Guandao Yang Hadar Averbuch-Elor Jinwei Gu Serge J. Belongie Noah Snavely B. Hariharan 3DPC 91 285 0 14 Aug 2020
Neural Sparse Voxel Fields Lingjie Liu Jiatao Gu Kyaw Zaw Lin Tat-Seng Chua Christian Theobalt 252 1,266 0 22 Jul 2020
Shape and Viewpoint without Keypoints Shubham Goel Angjoo Kanazawa Jitendra Malik 3DV 118 109 0 21 Jul 2020
Progressive Point Cloud Deconvolution Generation Network Le Hui Rui Xu Jin Xie J. Qian Jian Yang 3DPC 46 72 0 10 Jul 2020
GRAF: Generative Radiance Fields for 3D-Aware Image Synthesis Katja Schwarz Yiyi Liao Michael Niemeyer Andreas Geiger VGen 127 872 0 05 Jul 2020
Fully Convolutional Mesh Autoencoder using Efficient Spatially Varying Kernels Yi Zhou Chenglei Wu Zimo Li Chen Cao Yuting Ye Jason M. Saragih Hao Li Yaser Sheikh 49 75 0 08 Jun 2020
InterFaceGAN: Interpreting the Disentangled Face Representation Learned by GANs Yujun Shen Ceyuan Yang Xiaoou Tang Bolei Zhou GAN CVBM 61 598 0 18 May 2020
Disentangled and Controllable Face Image Generation via 3D Imitative-Contrastive Learning Yu Deng Jiaolong Yang Dong Chen Fang Wen Xin Tong CoGe CVBM 46 346 0 24 Apr 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 201 2,049 0 16 Apr 2020
Adversarial Latent Autoencoders Stanislav Pidhorskyi Donald Adjeroh Gianfranco Doretto GAN DRL 87 261 0 09 Apr 2020
DualSDF: Semantic Shape Manipulation using a Two-Level Representation Jinwei Gu Hadar Averbuch-Elor Noah Snavely Serge J. Belongie 3DPC 50 112 0 06 Apr 2020
PolyGen: An Autoregressive Generative Model of 3D Meshes C. Nash Yaroslav Ganin A. Eslami Peter W. Battaglia AI4CE 72 261 0 23 Feb 2020
Adversarial Generation of Continuous Implicit Shape Representations Marian Kleineberg Matthias Fey F. Weichert 3DPC GAN 64 60 0 02 Feb 2020
PV-RCNN: Point-Voxel Feature Set Abstraction for 3D Object Detection Shaoshuai Shi Chaoxu Guo Li Jiang Zhe Wang Jianping Shi Xiaogang Wang Hongsheng Li 3DPC 87 1,771 0 31 Dec 2019
Deep Learning for 3D Point Clouds: A Survey Yulan Guo Hanyun Wang Qingyong Hu Hao Liu Li Liu Bennamoun 3DPC 77 1,672 0 27 Dec 2019
SynSin: End-to-end View Synthesis from a Single Image Olivia Wiles Georgia Gkioxari Richard Szeliski Justin Johnson 3DV 80 472 0 18 Dec 2019
Differentiable Volumetric Rendering: Learning Implicit 3D Representations without 3D Supervision Michael Niemeyer L. Mescheder Michael Oechsle Andreas Geiger 3DH 3DV 69 995 0 16 Dec 2019
Towards Unsupervised Learning of Generative Models for 3D Controllable Image Synthesis Yiyi Liao Katja Schwarz L. Mescheder Andreas Geiger 3DV 65 158 0 11 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 262 5,808 0 03 Dec 2019
PQ-NET: A Generative Part Seq2Seq Network for 3D Shapes Rundi Wu Yixin Zhuang Kai Xu Hao Zhang Baoquan Chen 3DPC 3DV 89 165 0 25 Nov 2019
Argoverse: 3D Tracking and Forecasting with Rich Maps Ming-Fang Chang John Lambert Patsorn Sangkloy Jagjeet Singh Sławomir Bąk ... De Wang Peter Carr Simon Lucey Deva Ramanan James Hays 3DPC 137 1,294 0 06 Nov 2019
RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image Synthesis Atsuhiro Noguchi Tatsuya Harada GAN 57 30 0 27 Sep 2019
SDM-NET: Deep Generative Network for Structured Deformable Mesh Lin Gao Jie Yang Tong Wu Yu-Jie Yuan Hongbo Fu Yu-Kun Lai Hao Zhang 3DV 64 197 0 13 Aug 2019
Pixel2Mesh++: Multi-View 3D Mesh Generation via Deformation Chao Wen Yinda Zhang Zhuwen Li Yanwei Fu 3DV 56 240 0 05 Aug 2019
Interpreting the Latent Space of GANs for Semantic Face Editing Yujun Shen Jinjin Gu Xiaoou Tang Bolei Zhou CVBM GAN 117 1,121 0 25 Jul 2019
PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows Guandao Yang Xun Huang Jinwei Gu Ming-Yuan Liu Serge J. Belongie Bharath Hariharan 3DPC 97 666 0 28 Jun 2019
Neural Point-Based Graphics Kara-Ali Aliev Artem Sevastopolsky Maria Kolos Dmitry Ulyanov Victor Lempitsky 3DH 3DPC 59 431 0 19 Jun 2019
Learning Part Generation and Assembly for Structure-aware Shape Synthesis Jun Li Chengjie Niu Kai Xu 3DPC 47 75 0 16 Jun 2019
Scene Representation Networks: Continuous 3D-Structure-Aware Neural Scene Representations Vincent Sitzmann Michael Zollhoefer Gordon Wetzstein 3DPC 3DV 151 1,278 0 04 Jun 2019
3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions Dong Wook Shu Sung Woo Park Junseok Kwon 3DPC 79 282 0 15 May 2019
Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space? Rameen Abdal Yipeng Qin Peter Wonka GAN 98 1,109 0 05 Apr 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 537 10,540 0 12 Dec 2018
DeepVoxels: Learning Persistent 3D Feature Embeddings Vincent Sitzmann Justus Thies Felix Heide Matthias Nießner Gordon Wetzstein Michael Zollhöfer SSL 3DPC MDE 112 668 0 03 Dec 2018
TextureNet: Consistent Local Parametrizations for Learning from High-Resolution Signals on Meshes Jingwei Huang Haotian Zhang L. Yi Thomas Funkhouser Matthias Nießner Leonidas Guibas 3DPC 3DV 55 117 0 30 Nov 2018
VV-Net: Voxel VAE Net with Group Convolutions for Point Cloud Segmentation Hsien-Yu Meng Lin Gao Yu-kun Lai Tianyi Zhou 3DPC DRL 56 225 0 11 Nov 2018
Point Cloud GAN Chun-Liang Li Manzil Zaheer Yang Zhang Barnabás Póczós Ruslan Salakhutdinov 3DPC 76 211 0 13 Oct 2018
SAGNet:Structure-aware Generative Network for 3D-Shape Modeling Zhijie Wu Xiang Wang Di Lin Dani Lischinski Daniel Cohen-Or Hui Huang 3DPC 52 49 0 12 Aug 2018
Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images Nanyang Wang Yinda Zhang Zhuwen Li Yanwei Fu Wen Liu Yu-Gang Jiang 3DV 111 1,327 0 05 Apr 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 255 6,132 0 24 Jan 2018
$PointCNN: Convolution On $\mathcal{X}$-Transformed Points$ PointCNN: Convolution On $\mathcal{X}$ -Transformed Points Yangyan Li Rui Bu Mingchao Sun Wei Wu Xinhan Di Baoquan Chen 3DPC 228 2,442 0 23 Jan 2018
Neural 3D Mesh Renderer Hiroharu Kato Yoshitaka Ushiku Tatsuya Harada 3DV 73 1,045 0 20 Nov 2017
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection Yin Zhou Oncel Tuzel 3DPC 104 3,719 0 17 Nov 2017
Octree Generating Networks: Efficient Convolutional Architectures for High-resolution 3D Outputs Maxim Tatarchenko Alexey Dosovitskiy Thomas Brox 3DV 70 741 0 28 Mar 2017
SurfNet: Generating 3D shape surfaces using deep residual networks Ayan Sinha Asim Unmesh Qi-Xing Huang K. Ramani 54 179 0 12 Mar 2017
Towards Principled Methods for Training Generative Adversarial Networks Martín Arjovsky M. Nault GAN 79 2,105 0 17 Jan 2017
A Point Set Generation Network for 3D Object Reconstruction from a Single Image Haoqiang Fan Hao Su Leonidas Guibas 3DPC 3DV 157 2,237 0 02 Dec 2016
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 474 14,302 0 02 Dec 2016
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling Jiajun Wu Chengkai Zhang Tianfan Xue Bill Freeman J. Tenenbaum GAN 304 1,952 0 24 Oct 2016
Generative Image Modeling using Style and Structure Adversarial Networks Xinyu Wang Abhinav Gupta GAN 116 617 0 17 Mar 2016