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"

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Title
What can linearized neural networks actually say about generalization? Guillermo Ortiz-Jiménez Seyed-Mohsen Moosavi-Dezfooli P. Frossard 21 43 0 12 Jun 2021
DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel Benjamin Dupuis Arthur Jacot 11 5 0 10 Jun 2021
A Neural Tangent Kernel Perspective of GANs Jean-Yves Franceschi Emmanuel de Bézenac Ibrahim Ayed Mickaël Chen Sylvain Lamprier Patrick Gallinari 29 26 0 10 Jun 2021
Long-time integration of parametric evolution equations with physics-informed DeepONets Sifan Wang P. Perdikaris AI4CE 17 117 0 09 Jun 2021
Geometry-Consistent Neural Shape Representation with Implicit Displacement Fields Yifan Wang Lukas Rahmann O. Sorkine-Hornung 8 65 0 09 Jun 2021
MoCo-Flow: Neural Motion Consensus Flow for Dynamic Humans in Stationary Monocular Cameras Xuelin Chen Weiyu Li Daniel Cohen-Or Niloy J. Mitra Baoquan Chen 3DH 14 3 0 08 Jun 2021
Deep Medial Fields Daniel Rebain Ke Li Vincent Sitzmann S. Yazdani K. M. Yi Andrea Tagliasacchi 14 18 0 07 Jun 2021
DoubleField: Bridging the Neural Surface and Radiance Fields for High-fidelity Human Reconstruction and Rendering Ruizhi Shao Hongwen Zhang He Zhang Mingjia Chen Yan-Pei Cao Tao Yu Yebin Liu 3DH 8 64 0 07 Jun 2021
Shape As Points: A Differentiable Poisson Solver Songyou Peng C. Jiang Yiyi Liao Michael Niemeyer Marc Pollefeys Andreas Geiger 3DPC 19 233 0 07 Jun 2021
Light Field Networks: Neural Scene Representations with Single-Evaluation Rendering Vincent Sitzmann Semon Rezchikov William T. Freeman J. Tenenbaum F. Durand 3DV 38 287 0 04 Jun 2021
NeRFactor: Neural Factorization of Shape and Reflectance Under an Unknown Illumination Xiuming Zhang Pratul P. Srinivasan Boyang Deng P. Debevec William T. Freeman Jonathan T. Barron DiffM 27 155 0 03 Jun 2021
Spline Positional Encoding for Learning 3D Implicit Signed Distance Fields Peng-Shuai Wang Yang Liu Yu-Qi Yang Xin Tong 3DPC 23 28 0 03 Jun 2021
Z2P: Instant Visualization of Point Clouds G. Metzer Rana Hanocka Raja Giryes Niloy J. Mitra Daniel Cohen-Or 3DH 3DPC 20 5 0 30 May 2021
Neural Radiosity Saeed Hadadan Shuhong Chen Matthias Zwicker 6 41 0 26 May 2021
Towards Understanding the Condensation of Neural Networks at Initial Training Hanxu Zhou Qixuan Zhou Tao Luo Yaoyu Zhang Z. Xu MLT AI4CE 6 25 0 25 May 2021
An Upper Limit of Decaying Rate with Respect to Frequency in Deep Neural Network Tao Luo Zheng Ma Zhiwei Wang Z. Xu Yaoyu Zhang 4 4 0 25 May 2021
Centimeter-Wave Free-Space Time-of-Flight Imaging Seung-Hwan Baek N. Walsh Ilya Chugunov Z. Shi Felix Heide 16 0 0 25 May 2021
Deep Kronecker neural networks: A general framework for neural networks with adaptive activation functions Ameya Dilip Jagtap Yeonjong Shin Kenji Kawaguchi George Karniadakis ODL 35 131 0 20 May 2021
Medical Image Segmentation Using Squeeze-and-Expansion Transformers Shaohua Li Xiuchao Sui Xiangde Luo Xinxing Xu Yong Liu Rick Siow Mong Goh ViT MedIm 4 166 0 20 May 2021
NeuLF: Efficient Novel View Synthesis with Neural 4D Light Field Zhong Li Liangchen Song Celong Liu Junsong Yuan Yi Tian Xu 10 31 0 15 May 2021
Neural 3D Scene Compression via Model Compression Berivan Isik 6 9 0 07 May 2021
ACORN: Adaptive Coordinate Networks for Neural Scene Representation Julien N. P. Martel David B. Lindell Connor Z. Lin E. R. Chan M. Monteiro Gordon Wetzstein 3DPC 14 91 0 06 May 2021
Neural Ray-Tracing: Learning Surfaces and Reflectance for Relighting and View Synthesis Julian Knodt Joe Bartusek Seung-Hwan Baek Felix Heide 15 15 0 28 Apr 2021
3D Scene Compression through Entropy Penalized Neural Representation Functions Thomas Bird Johannes Ballé Saurabh Singh P. Chou 33 30 0 26 Apr 2021
SAPE: Spatially-Adaptive Progressive Encoding for Neural Optimization Amir Hertz Or Perel Raja Giryes O. Sorkine-Hornung Daniel Cohen-Or 12 67 0 19 Apr 2021
Unsupervised Shape Completion via Deep Prior in the Neural Tangent Kernel Perspective Lei Chu Hao Pan Wenping Wang 3DPC 32 11 0 19 Apr 2021
FiG-NeRF: Figure-Ground Neural Radiance Fields for 3D Object Category Modelling Christopher Xie Keunhong Park Ricardo Martín Brualla Matthew A. Brown 31 54 0 17 Apr 2021
Aligning Latent and Image Spaces to Connect the Unconnectable Ivan Skorokhodov Grigorii Sotnikov Mohamed Elhoseiny DiffM 19 78 0 14 Apr 2021
BARF: Bundle-Adjusting Neural Radiance Fields Chen-Hsuan Lin Wei-Chiu Ma Antonio Torralba Simon Lucey 8 710 0 13 Apr 2021
Pointly-Supervised Instance Segmentation Bowen Cheng Omkar M. Parkhi A. Kirillov ISeg 45 116 0 13 Apr 2021
CAPRI-Net: Learning Compact CAD Shapes with Adaptive Primitive Assembly Fenggen Yu Zhiqin Chen Manyi Li Aditya Sanghi Hooman Shayani Ali Mahdavi-Amiri Hao Zhang 3DV 3DPC 17 63 0 12 Apr 2021
Compressive Neural Representations of Volumetric Scalar Fields Yuzhe Lu K. Jiang Joshua A. Levine M. Berger AI4CE 13 87 0 11 Apr 2021
Pixel Codec Avatars Shugao Ma Tomas Simon Jason M. Saragih Dawei Wang Yuecheng Li Fernando De la Torre Yaser Sheikh 3DH 12 122 0 09 Apr 2021
Neural RGB-D Surface Reconstruction Dejan Azinović Ricardo Martín Brualla Dan B. Goldman Matthias Nießner Justus Thies 3DH 3DV 17 270 0 09 Apr 2021
InfinityGAN: Towards Infinite-Pixel Image Synthesis C. Lin Hsin-Ying Lee Yen-Chi Cheng Sergey Tulyakov Ming-Hsuan Yang 25 70 0 08 Apr 2021
Modulated Periodic Activations for Generalizable Local Functional Representations Ishit Mehta Michael Gharbi Connelly Barnes Eli Shechtman R. Ramamoorthi Manmohan Chandraker 17 151 0 08 Apr 2021
Convolutional Neural Opacity Radiance Fields Haimin Luo Anpei Chen Qixuan Zhang Bai Pang Minye Wu Lan Xu Jingyi Yu AI4CE 14 19 0 05 Apr 2021
PhySG: Inverse Rendering with Spherical Gaussians for Physics-based Material Editing and Relighting Kai Zhang Fujun Luan Qianqian Wang Kavita Bala Noah Snavely 3DGS 9 343 0 01 Apr 2021
CAMPARI: Camera-Aware Decomposed Generative Neural Radiance Fields Michael Niemeyer Andreas Geiger VGen 3DH 22 66 0 31 Mar 2021
In-Place Scene Labelling and Understanding with Implicit Scene Representation Shuaifeng Zhi Tristan Laidlow Stefan Leutenegger Andrew J. Davison 10 407 0 29 Mar 2021
PixelTransformer: Sample Conditioned Signal Generation Shubham Tulsiani Abhinav Gupta 8 15 0 29 Mar 2021
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 15 155 0 27 Mar 2021
Baking Neural Radiance Fields for Real-Time View Synthesis Peter Hedman Pratul P. Srinivasan B. Mildenhall Jonathan T. Barron P. Debevec 13 562 0 26 Mar 2021
KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs Christian Reiser Songyou Peng Yiyi Liao Andreas Geiger 17 805 0 25 Mar 2021
Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields Jonathan T. Barron B. Mildenhall Matthew Tancik Peter Hedman Ricardo Martín Brualla Pratul P. Srinivasan 6 1,903 0 24 Mar 2021
iMAP: Implicit Mapping and Positioning in Real-Time Edgar Sucar Shikun Liu Joseph Ortiz Andrew J. Davison 3DH 24 592 0 23 Mar 2021
Exploring The Effect of High-frequency Components in GANs Training Ziqiang Li Pengfei Xia Xue Rui Bin Li GAN 33 16 0 20 Mar 2021
Learning the solution operator of parametric partial differential equations with physics-informed DeepOnets Sifan Wang Hanwen Wang P. Perdikaris AI4CE 15 659 0 19 Mar 2021
FastNeRF: High-Fidelity Neural Rendering at 200FPS Stephan J. Garbin Marek Kowalski Matthew W. Johnson Jamie Shotton Julien P. C. Valentin 13 627 0 18 Mar 2021
NeX: Real-time View Synthesis with Neural Basis Expansion Suttisak Wizadwongsa Pakkapon Phongthawee Jiraphon Yenphraphai Supasorn Suwajanakorn 11 302 0 09 Mar 2021