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Unsupervised Learning of 3D Structure from Images

3 July 2016

Danilo Jimenez Rezende

Papers citing "Unsupervised Learning of 3D Structure from Images"

50 / 225 papers shown

Title
PolyGen: An Autoregressive Generative Model of 3D Meshes C. Nash Yaroslav Ganin A. Eslami Peter W. Battaglia AI4CE 136 261 0 23 Feb 2020
On Demand Solid Texture Synthesis Using Deep 3D Networks Jorge Gutierrez Julien Rabin B. Galerne Thomas Hurtut 3DV 3DH 33 25 0 13 Jan 2020
PerspectiveNet: 3D Object Detection from a Single RGB Image via Perspective Points Siyuan Huang Yixin Chen Tao Yuan Siyuan Qi Yixin Zhu Song-Chun Zhu 3DPC 72 29 0 16 Dec 2019
Differentiable Volumetric Rendering: Learning Implicit 3D Representations without 3D Supervision Michael Niemeyer L. Mescheder Michael Oechsle Andreas Geiger 3DH 3DV 235 1,001 0 16 Dec 2019
SDFDiff: Differentiable Rendering of Signed Distance Fields for 3D Shape Optimization Yue Jiang Dantong Ji Zhizhong Han Matthias Zwicker 141 240 0 15 Dec 2019
Geometric Capsule Autoencoders for 3D Point Clouds Nitish Srivastava Hanlin Goh Ruslan Salakhutdinov 3DPC 73 22 0 06 Dec 2019
Self-supervised Learning of 3D Objects from Natural Images Hiroharu Kato Tatsuya Harada 65 7 0 20 Nov 2019
Inverse Graphics: Unsupervised Learning of 3D Shapes from Single Images Talip Uçar 58 0 0 31 Oct 2019
Geometry-Aware Neural Rendering Joshua Tobin OpenAI Pieter Abbeel 3DV 63 23 0 28 Oct 2019
Self-supervised 3D Shape and Viewpoint Estimation from Single Images for Robotics Oier Mees Maxim Tatarchenko Thomas Brox Wolfram Burgard 53 22 0 17 Oct 2019
Refining 6D Object Pose Predictions using Abstract Render-and-Compare Arul Selvam Periyasamy Max Schwarz Sven Behnke 57 17 0 08 Oct 2019
RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image Synthesis Atsuhiro Noguchi Tatsuya Harada GAN 88 30 0 27 Sep 2019
CvxNet: Learnable Convex Decomposition Boyang Deng Kyle Genova S. Yazdani Sofien Bouaziz Geoffrey E. Hinton Andrea Tagliasacchi 100 255 0 12 Sep 2019
Canonical Surface Mapping via Geometric Cycle Consistency Nilesh Kulkarni Abhinav Gupta Shubham Tulsiani 99 99 0 23 Jul 2019
Learning Manifold Patch-Based Representations of Man-Made Shapes Dmitriy Smirnov Mikhail Bessmeltsev Justin Solomon SSL 3DPC 56 18 0 28 Jun 2019
Differentiable probabilistic models of scientific imaging with the Fourier slice theorem Karen Ullrich Rianne van den Berg Marcus A. Brubaker David Fleet Max Welling 65 16 0 18 Jun 2019
Image-based 3D Object Reconstruction: State-of-the-Art and Trends in the Deep Learning Era Xian-Feng Han Hamid Laga Bennamoun 3DV 83 352 0 15 Jun 2019
Inferring 3D Shapes from Image Collections using Adversarial Networks Matheus Gadelha Aartika Rai Subhransu Maji Rui Wang GAN 69 6 0 11 Jun 2019
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 293 2,385 0 06 Jun 2019
Scene Representation Networks: Continuous 3D-Structure-Aware Neural Scene Representations Vincent Sitzmann Michael Zollhoefer Gordon Wetzstein 3DPC 3DV 262 1,283 0 04 Jun 2019
Cerberus: A Multi-headed Derenderer Boyang Deng Simon Kornblith Geoffrey E. Hinton 3DH 56 8 0 28 May 2019
Rank3DGAN: Semantic mesh generation using relative attributes Y. Saquil Qun-Ce Xu Yong-Liang Yang P. Hall GAN 50 4 0 24 May 2019
Texture Fields: Learning Texture Representations in Function Space Michael Oechsle L. Mescheder Michael Niemeyer Thilo Strauss Andreas Geiger 3DH 3DV 163 300 0 17 May 2019
What Do Single-view 3D Reconstruction Networks Learn? Maxim Tatarchenko Stephan R. Richter René Ranftl Zhuwen Li V. Koltun Thomas Brox 3DV 177 429 0 09 May 2019
Lifting AutoEncoders: Unsupervised Learning of a Fully-Disentangled 3D Morphable Model using Deep Non-Rigid Structure from Motion M. Sahasrabudhe Zhixin Shu Edward Bartrum R. Güler Dimitris Samaras Iasonas Kokkinos 3DH DRL 3DV 74 41 0 26 Apr 2019
Superquadrics Revisited: Learning 3D Shape Parsing beyond Cuboids Despoina Paschalidou Ali O. Ulusoy Andreas Geiger 78 195 0 22 Apr 2019
Transformable Bottleneck Networks Kyle Olszewski Sergey Tulyakov Oliver J. Woodford Hao Li Linjie Luo 117 77 0 13 Apr 2019
Predicting Novel Views Using Generative Adversarial Query Network Phong Nguyen-Ha Lam Huynh Esa Rahtu J. Heikkilä GAN 38 7 0 10 Apr 2019
Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning Shichen Liu Tianye Li Weikai Chen Hao Li 3DV 119 698 0 03 Apr 2019
Monocular 3D Object Detection Leveraging Accurate Proposals and Shape Reconstruction Jason Ku Alex D. Pon Steven L. Waslander 3DPC 123 254 0 02 Apr 2019
HoloGAN: Unsupervised learning of 3D representations from natural images Thu Nguyen-Phuoc Chuan Li Lucas Theis Christian Richardt Yong-Liang Yang GAN 89 78 0 02 Apr 2019
Pix2Vex: Image-to-Geometry Reconstruction using a Smooth Differentiable Renderer Felix Petersen Amit H. Bermano Oliver Deussen Daniel Cohen-Or 3DV 85 55 0 26 Mar 2019
Neural Scene Decomposition for Multi-Person Motion Capture Helge Rhodin Victor Constantin Isinsu Katircioglu Mathieu Salzmann Pascal Fua 3DH SSL 99 48 0 13 Mar 2019
Unsupervised Discovery of Parts, Structure, and Dynamics Zhenjia Xu Zhijian Liu Chen Sun Kevin Patrick Murphy William T. Freeman J. Tenenbaum Jiajun Wu OCL 86 61 0 12 Mar 2019
Deep Generative Models: Deterministic Prediction with an Application in Inverse Rendering S. Kamyab Rasool Sabzi Z. Azimifar DRL 34 0 0 11 Mar 2019
Deep Level Sets: Implicit Surface Representations for 3D Shape Inference Mateusz Michalkiewicz J. K. Pontes Dominic Jack Mahsa Baktash Anders P. Eriksson 3DV 3DH 73 126 0 21 Jan 2019
Learning single-image 3D reconstruction by generative modelling of shape, pose and shading Paul Henderson V. Ferrari 3DV 89 127 0 19 Jan 2019
Soft Rasterizer: Differentiable Rendering for Unsupervised Single-View Mesh Reconstruction Shichen Liu Weikai Chen Tianye Li Hao Li 115 97 0 17 Jan 2019
RNN-based Generative Model for Fine-Grained Sketching A. Jenal Nikolay Savinov Torsten Sattler G. Chaurasia GAN 50 4 0 13 Jan 2019
RayNet: Learning Volumetric 3D Reconstruction with Ray Potentials Despoina Paschalidou Ali O. Ulusoy Carolin Schmitt Luc van Gool Andreas Geiger 3DV 77 92 0 06 Jan 2019
Learning to Reconstruct Shapes from Unseen Classes Xiuming Zhang Zhoutong Zhang Chengkai Zhang J. Tenenbaum Bill Freeman Jiajun Wu 3DV 81 155 0 28 Dec 2018
Occupancy Networks: Learning 3D Reconstruction in Function Space L. Mescheder Michael Oechsle Michael Niemeyer Sebastian Nowozin Andreas Geiger 3DV 352 2,916 0 10 Dec 2018
Visual Object Networks: Image Generation with Disentangled 3D Representation Jun-Yan Zhu Zhoutong Zhang Chengkai Zhang Jiajun Wu Antonio Torralba J. Tenenbaum Bill Freeman DRL CoGe OCL 101 256 0 06 Dec 2018
Domain-Adaptive Single-View 3D Reconstruction Pedro H. O. Pinheiro Negar Rostamzadeh Sungjin Ahn 100 25 0 04 Dec 2018
DeepVoxels: Learning Persistent 3D Feature Embeddings Vincent Sitzmann Justus Thies Felix Heide Matthias Nießner Gordon Wetzstein Michael Zollhöfer SSL 3DPC MDE 271 669 0 03 Dec 2018
The Right (Angled) Perspective: Improving the Understanding of Road Scenes Using Boosted Inverse Perspective Mapping Tom Bruls Horia Porav Lars Kunze Paul Newman 98 39 0 03 Dec 2018
3D Shape Reconstruction from a Single 2D Image via 2D-3D Self-Consistency Yi-Lun Liao Yao-Cheng Yang Y. Wang 3DV 47 4 0 29 Nov 2018
View Inter-Prediction GAN: Unsupervised Representation Learning for 3D Shapes by Learning Global Shape Memories to Support Local View Predictions Zhizhong Han Mingyang Shang Yu-Shen Liu Matthias Zwicker SSL 3DV GAN 82 134 0 07 Nov 2018
Cooperative Holistic Scene Understanding: Unifying 3D Object, Layout, and Camera Pose Estimation Siyuan Huang Siyuan Qi Yinxue Xiao Yixin Zhu Ying Nian Wu Song-Chun Zhu 102 88 0 31 Oct 2018
Unsupervised Learning of Shape and Pose with Differentiable Point Clouds Eldar Insafutdinov Alexey Dosovitskiy 3DPC 157 244 0 22 Oct 2018