Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains

18 June 2020

Papers citing "Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains"

50 / 1,458 papers shown

Title
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models Sam Bond-Taylor Adam Leach Yang Long Chris G. Willcocks VLM TPM 36 477 0 08 Mar 2021
DONeRF: Towards Real-Time Rendering of Compact Neural Radiance Fields using Depth Oracle Networks Thomas Neff P. Stadlbauer Mathias Parger A. Kurz J. H. Mueller C. R. A. Chaitanya Anton Kaplanyan M. Steinberger 25 294 0 04 Mar 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 48 973 0 04 Mar 2021
Shift Invariance Can Reduce Adversarial Robustness Songwei Ge Vasu Singla Ronen Basri David Jacobs AAML OOD 13 26 0 03 Mar 2021
COIN: COmpression with Implicit Neural representations Emilien Dupont Adam Goliñski Milad Alizadeh Yee Whye Teh Arnaud Doucet 6 223 0 03 Mar 2021
IBRNet: Learning Multi-View Image-Based Rendering Qianqian Wang Zhicheng Wang Kyle Genova Pratul P. Srinivasan Howard Zhou Jonathan T. Barron Ricardo Martín Brualla Noah Snavely Thomas Funkhouser 3DV 46 776 0 25 Feb 2021
NTopo: Mesh-free Topology Optimization using Implicit Neural Representations Jonas Zehnder Yue Li Stelian Coros B. Thomaszewski AI4CE 11 58 0 22 Feb 2021
High-order Differentiable Autoencoder for Nonlinear Model Reduction Siyuan Shen Yin Yang Tianjia Shao He-Nan Wang Chenfanfu Jiang L. Lan Kun Zhou PINN AI4CE 11 48 0 19 Feb 2021
A-NeRF: Articulated Neural Radiance Fields for Learning Human Shape, Appearance, and Pose Shih-Yang Su Frank Yu Michael Zollhoefer Helge Rhodin 3DH 151 252 0 11 Feb 2021
SWAGAN: A Style-based Wavelet-driven Generative Model Rinon Gal Dana Cohen Amit H. Bermano Daniel Cohen-Or GAN 55 36 0 11 Feb 2021
Generative Models as Distributions of Functions Emilien Dupont Yee Whye Teh Arnaud Doucet 16 103 0 09 Feb 2021
CKConv: Continuous Kernel Convolution For Sequential Data David W. Romero Anna Kuzina Erik J. Bekkers Jakub M. Tomczak Mark Hoogendoorn 12 123 0 04 Feb 2021
Towards Generalising Neural Implicit Representations Theo W. Costain V. Prisacariu 31 2 0 29 Jan 2021
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 11 511 0 26 Jan 2021
Reproducing Activation Function for Deep Learning Senwei Liang Liyao Lyu Chunmei Wang Haizhao Yang 28 21 0 13 Jan 2021
Interpolating Points on a Non-Uniform Grid using a Mixture of Gaussians Ivan Skorokhodov 6 1 0 24 Dec 2020
Focal Frequency Loss for Image Reconstruction and Synthesis Liming Jiang Bo Dai Wayne Wu Chen Change Loy 44 261 0 23 Dec 2020
STaR: Self-supervised Tracking and Reconstruction of Rigid Objects in Motion with Neural Rendering Wentao Yuan Zhaoyang Lv Tanner Schmidt S. Lovegrove 8 90 0 22 Dec 2020
ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-on Gaurav Kuppa Andrew Jong Vera Liu Ziwei Liu Teng-Sheng Moh CVBM 11 19 0 18 Dec 2020
On the eigenvector bias of Fourier feature networks: From regression to solving multi-scale PDEs with physics-informed neural networks Sifan Wang Hanwen Wang P. Perdikaris 131 438 0 18 Dec 2020
$NVIDIA SimNet^{TM}: an AI-accelerated multi-physics simulation framework$ NVIDIA SimNet^{TM}: an AI-accelerated multi-physics simulation framework O. Hennigh S. Narasimhan M. A. Nabian Akshay Subramaniam Kaustubh Tangsali M. Rietmann J. Ferrandis Wonmin Byeon Z. Fang S. Choudhry PINN AI4CE 91 126 0 14 Dec 2020
Positional Encoding as Spatial Inductive Bias in GANs Rui Xu Xintao Wang Kai-xiang Chen Bolei Zhou Chen Change Loy GAN 25 89 0 09 Dec 2020
NeRV: Neural Reflectance and Visibility Fields for Relighting and View Synthesis Pratul P. Srinivasan Boyang Deng Xiuming Zhang Matthew Tancik B. Mildenhall Jonathan T. Barron 27 596 0 07 Dec 2020
NeRD: Neural Reflectance Decomposition from Image Collections Mark Boss Raphael Braun Varun Jampani Jonathan T. Barron Ce Liu Hendrik P. A. Lensch 8 507 0 07 Dec 2020
Dynamic Neural Radiance Fields for Monocular 4D Facial Avatar Reconstruction G. Gafni Justus Thies Michael Zollhöfer Matthias Nießner 3DH 35 504 0 05 Dec 2020
Learned Initializations for Optimizing Coordinate-Based Neural Representations Matthew Tancik B. Mildenhall Terrance Wang Divi Schmidt Pratul P. Srinivasan Jonathan T. Barron Ren Ng 6 283 0 03 Dec 2020
Vehicle Reconstruction and Texture Estimation Using Deep Implicit Semantic Template Mapping Xiaochen Zhao Zerong Zheng Chaonan Ji Zhenyi Liu Yirui Luo Tao Yu J. Suo Yebin Liu 3DV 8 2 0 30 Nov 2020
RGBD-Net: Predicting color and depth images for novel views synthesis Phong H. Nguyen Animesh Karnewar Lam Huynh Esa Rahtu Jirí Matas J. Heikkilä 3DV 16 15 0 29 Nov 2020
i3DMM: Deep Implicit 3D Morphable Model of Human Heads Tarun Yenamandra A. Tewari Florian Bernard Hans-Peter Seidel Mohamed A. Elgharib Daniel Cremers Christian Theobalt 3DH 13 121 0 28 Nov 2020
Unsupervised part representation by Flow Capsules S. Sabour Andrea Tagliasacchi S. Yazdani Geoffrey E. Hinton David J. Fleet 3DPC OCL 22 37 0 27 Nov 2020
Image Generators with Conditionally-Independent Pixel Synthesis Ivan Anokhin K. Demochkin Taras Khakhulin Gleb Sterkin Victor Lempitsky Denis Korzhenkov 16 156 0 27 Nov 2020
Neural-Pull: Learning Signed Distance Functions from Point Clouds by Learning to Pull Space onto Surfaces Baorui Ma Zhizhong Han Yu-Shen Liu Matthias Zwicker 3DPC 25 153 0 26 Nov 2020
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 8 6,030 0 26 Nov 2020
Nerfies: Deformable Neural Radiance Fields Keunhong Park U. Sinha Jonathan T. Barron Sofien Bouaziz Dan B. Goldman S. M. Seitz Ricardo Martín Brualla 3DH 76 1,107 0 25 Nov 2020
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields Michael Niemeyer Andreas Geiger OCL 49 955 0 24 Nov 2020
Adversarial Generation of Continuous Images Ivan Skorokhodov Savva Ignatyev Mohamed Elhoseiny GAN 11 170 0 24 Nov 2020
Neural Scene Graphs for Dynamic Scenes Julian Ost Fahim Mannan Nils Thuerey Julian Knodt Felix Heide GNN OCL AI4CE 8 297 0 20 Nov 2020
RAIST: Learning Risk Aware Traffic Interactions via Spatio-Temporal Graph Convolutional Networks Videsh Suman Phu-Cuong Pham Aniket Bera GNN 6 4 0 17 Nov 2020
Transformers for One-Shot Visual Imitation Sudeep Dasari Abhinav Gupta LM&Ro 29 90 0 11 Nov 2020
Frequency-compensated PINNs for Fluid-dynamic Design Problems Tongtao Zhang Biswadip Dey P. Kakkar A. Dasgupta Amit Chakraborty PINN AI4CE 17 8 0 03 Nov 2020
Learning to Embed Categorical Features without Embedding Tables for Recommendation Wang-Cheng Kang D. Cheng Tiansheng Yao Xinyang Yi Ting-Li Chen Lichan Hong Ed H. Chi LMTD CML DML 43 68 0 21 Oct 2020
NeRF++: Analyzing and Improving Neural Radiance Fields Kai Zhang Gernot Riegler Noah Snavely V. Koltun 11 1,024 0 15 Oct 2020
Spatial Frequency Bias in Convolutional Generative Adversarial Networks Mahyar Khayatkhoei Ahmed Elgammal GAN 8 45 0 04 Oct 2020
Global Adaptive Filtering Layer for Computer Vision Viktor Shipitsin Iaroslav Bespalov Dmitry V. Dylov 12 6 0 02 Oct 2020
Extreme Memorization via Scale of Initialization Harsh Mehta Ashok Cutkosky Behnam Neyshabur 12 20 0 31 Aug 2020
NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections Ricardo Martín Brualla Noha Radwan Mehdi S. M. Sajjadi Jonathan T. Barron Alexey Dosovitskiy Daniel Duckworth 9 1,459 0 05 Aug 2020
When and why PINNs fail to train: A neural tangent kernel perspective Sifan Wang Xinling Yu P. Perdikaris 6 871 0 28 Jul 2020
Bayesian Deep Ensembles via the Neural Tangent Kernel Bobby He Balaji Lakshminarayanan Yee Whye Teh BDL UQCV 9 116 0 11 Jul 2020
Gradient Origin Networks Sam Bond-Taylor Chris G. Willcocks BDL DRL 8 18 0 06 Jul 2020
Neural Splines: Fitting 3D Surfaces with Infinitely-Wide Neural Networks Francis Williams Matthew Trager Joan Bruna Denis Zorin 11 67 0 24 Jun 2020