Unsupervised Shape Completion via Deep Prior in the Neural Tangent Kernel Perspective

19 April 2021

Lei Chu

Hao Pan

Wenping Wang

3DPC

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Papers citing "Unsupervised Shape Completion via Deep Prior in the Neural Tangent Kernel Perspective"

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Title
Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains Matthew Tancik Pratul P. Srinivasan B. Mildenhall Sara Fridovich-Keil N. Raghavan Utkarsh Singhal R. Ramamoorthi Jonathan T. Barron Ren Ng 124 2,421 0 18 Jun 2020
Implicit Neural Representations with Periodic Activation Functions Vincent Sitzmann Julien N. P. Martel Alexander W. Bergman David B. Lindell Gordon Wetzstein AI4TS 159 2,556 0 17 Jun 2020
Gradients as Features for Deep Representation Learning Fangzhou Mu Yingyu Liang Yin Li OOD 57 37 0 12 Apr 2020
Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstruction Rohan Chabra J. E. Lenssen Eddy Ilg Tanner Schmidt Julian Straub S. Lovegrove Richard Newcombe 85 465 0 24 Mar 2020
Local Implicit Grid Representations for 3D Scenes C. Jiang Avneesh Sud A. Makadia Jingwei Huang Matthias Nießner Thomas Funkhouser 3DPC 310 561 0 19 Mar 2020
Convolutional Occupancy Networks Songyou Peng Michael Niemeyer L. Mescheder Marc Pollefeys Andreas Geiger 3DV AI4CE 345 986 0 10 Mar 2020
Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion Julian Chibane Thiemo Alldieck Gerard Pons-Moll 3DPC 120 497 0 03 Mar 2020
Implicit Geometric Regularization for Learning Shapes Amos Gropp Lior Yariv Niv Haim Matan Atzmon Y. Lipman AI4CE 122 859 0 24 Feb 2020
Depth Completion Using a View-constrained Deep Prior P. Ghosh Vibhav Vineet L. Davis Abhinav Shrivastava Sudipta N. Sinha Neel Joshi MDE 83 4 0 21 Jan 2020
Neural Tangents: Fast and Easy Infinite Neural Networks in Python Roman Novak Lechao Xiao Jiri Hron Jaehoon Lee Alexander A. Alemi Jascha Narain Sohl-Dickstein S. Schoenholz 76 229 0 05 Dec 2019
SG-NN: Sparse Generative Neural Networks for Self-Supervised Scene Completion of RGB-D Scans Angela Dai Christian Diller Matthias Nießner 3DPC 3DV 87 141 0 29 Nov 2019
SAL: Sign Agnostic Learning of Shapes from Raw Data Matan Atzmon Y. Lipman 3DPC FedML 136 511 0 23 Nov 2019
Finite Depth and Width Corrections to the Neural Tangent Kernel Boris Hanin Mihai Nica MDE 71 151 0 13 Sep 2019
Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels S. Du Kangcheng Hou Barnabás Póczós Ruslan Salakhutdinov Ruosong Wang Keyulu Xu 132 276 0 30 May 2019
What Do Single-view 3D Reconstruction Networks Learn? Maxim Tatarchenko Stephan R. Richter René Ranftl Zhuwen Li V. Koltun Thomas Brox 3DV 50 427 0 09 May 2019
On Exact Computation with an Infinitely Wide Neural Net Sanjeev Arora S. Du Wei Hu Zhiyuan Li Ruslan Salakhutdinov Ruosong Wang 226 925 0 26 Apr 2019
Total Denoising: Unsupervised Learning of 3D Point Cloud Cleaning Pedro Hermosilla Tobias Ritschel Timo Ropinski 3DPC 51 127 0 16 Apr 2019
A Bayesian Perspective on the Deep Image Prior Zezhou Cheng Matheus Gadelha Subhransu Maji Daniel Sheldon BDL UQCV 64 135 0 16 Apr 2019
Wide Neural Networks of Any Depth Evolve as Linear Models Under Gradient Descent Jaehoon Lee Lechao Xiao S. Schoenholz Yasaman Bahri Roman Novak Jascha Narain Sohl-Dickstein Jeffrey Pennington 211 1,104 0 18 Feb 2019
DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation Jeong Joon Park Peter R. Florence Julian Straub Richard Newcombe S. Lovegrove 3DV 133 3,688 0 16 Jan 2019
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors Yossi Gandelsman Assaf Shocher Michal Irani 77 311 0 02 Dec 2018
Deep Geometric Prior for Surface Reconstruction Francis Williams T. Schneider Claudio Silva Denis Zorin Joan Bruna Daniele Panozzo 3DPC 76 191 0 27 Nov 2018
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks Reinhard Heckel Paul Hand 90 285 0 02 Oct 2018
Neural Tangent Kernel: Convergence and Generalization in Neural Networks Arthur Jacot Franck Gabriel Clément Hongler 267 3,203 0 20 Jun 2018
Open3D: A Modern Library for 3D Data Processing Qian-Yi Zhou Jaesik Park V. Koltun PINN AI4CE 64 1,618 0 30 Jan 2018
Deep Image Prior Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky SupR 125 3,156 0 29 Nov 2017
3D Semantic Segmentation with Submanifold Sparse Convolutional Networks Benjamin Graham Martin Engelcke Laurens van der Maaten 3DPC 105 1,516 0 28 Nov 2017
High-Resolution Shape Completion Using Deep Neural Networks for Global Structure and Local Geometry Inference Xiaoguang Han Zerui Li Haibin Huang E. Kalogerakis Yizhou Yu 3DV 3DPC 73 283 0 22 Sep 2017
Improved Adversarial Systems for 3D Object Generation and Reconstruction Edward James Smith David Meger GAN 53 172 0 29 Jul 2017
OctNetFusion: Learning Depth Fusion from Data Gernot Riegler Ali O. Ulusoy Horst Bischof Andreas Geiger 3DPC 3DV 73 207 0 04 Apr 2017
A Point Set Generation Network for 3D Object Reconstruction from a Single Image Haoqiang Fan Hao Su Leonidas Guibas 3DPC 3DV 169 2,238 0 02 Dec 2016
Shape Completion using 3D-Encoder-Predictor CNNs and Shape Synthesis Angela Dai C. Qi Matthias Nießner 3DV 3DPC 78 606 0 01 Dec 2016
Unsupervised Learning of 3D Structure from Images Danilo Jimenez Rezende S. M. Ali Eslami S. Mohamed Peter W. Battaglia Max Jaderberg N. Heess 3DV SSL DRL 68 395 0 03 Jul 2016
Thingi10K: A Dataset of 10,000 3D-Printing Models Qingnan Zhou Alec Jacobson 56 385 0 16 May 2016
VConv-DAE: Deep Volumetric Shape Learning Without Object Labels Abhishek Sharma O. Grau Mario Fritz 3DPC 64 279 0 13 Apr 2016
ShapeNet: An Information-Rich 3D Model Repository Angel X. Chang Thomas Funkhouser Leonidas Guibas Pat Hanrahan Qi-Xing Huang ... Shuran Song Hao Su Jianxiong Xiao L. Yi Feng Yu 3DV 162 5,530 0 09 Dec 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014