Neural Splines: Fitting 3D Surfaces with Infinitely-Wide Neural Networks

24 June 2020

Francis Williams

Matthew Trager

Joan Bruna

Denis Zorin

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Papers citing "Neural Splines: Fitting 3D Surfaces with Infinitely-Wide Neural Networks"

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Title
Learning Bijective Surface Parameterization for Inferring Signed Distance Functions from Sparse Point Clouds with Grid Deformation Takeshi Noda C. L. P. Chen Junsheng Zhou Weiqi Zhang Yu-Shen Liu Zhizhong Han 3DPC 50 3 0 31 Mar 2025
OffsetOPT: Explicit Surface Reconstruction without Normals Huan Lei 3DPC 72 0 0 20 Mar 2025
HessianForge: Scalable LiDAR reconstruction with Physics-Informed Neural Representation and Smoothness Energy Constraints Hrishikesh Viswanath Md Ashiqur Rahman Chi Lin Damon Conover Aniket Bera 70 0 0 11 Mar 2025
Inferring Neural Signed Distance Functions by Overfitting on Single Noisy Point Clouds through Finetuning Data-Driven based Priors C. L. P. Chen Yu-Shen Liu Zhizhong Han 50 4 0 25 Oct 2024
Shrinking: Reconstruction of Parameterized Surfaces from Signed Distance Fields Haotian Yin Przemyslaw Musialski 39 0 0 04 Oct 2024
Few-Shot Unsupervised Implicit Neural Shape Representation Learning with Spatial Adversaries Amine Ouasfi A. Boukhayma 38 4 0 27 Aug 2024
Neural varifolds: an aggregate representation for quantifying the geometry of point clouds Juheon Lee Xiaohao Cai Carola-Bibian Schönlieb Simon Masnou 3DPC 52 0 0 05 Jul 2024
Unsupervised Occupancy Learning from Sparse Point Cloud Amine Ouasfi A. Boukhayma 38 12 0 03 Apr 2024
Few-shot point cloud reconstruction and denoising via learned Guassian splats renderings and fine-tuned diffusion features Pietro Bonazzi Marie-Julie Rakatosaona Marco Cannici Federico Tombari Davide Scaramuzza 29 0 0 01 Apr 2024
On Optimal Sampling for Learning SDF Using MLPs Equipped with Positional Encoding Guying Lin Lei Yang Yuan Liu Congyi Zhang Junhui Hou Xiaogang Jin Taku Komura John Keyser Wenping Wang 52 1 0 02 Jan 2024
Robustifying Generalizable Implicit Shape Networks with a Tunable Non-Parametric Model Amine Ouasfi A. Boukhayma 3DPC OOD 42 9 0 21 Nov 2023
Mixing-Denoising Generalizable Occupancy Networks Amine Ouasfi A. Boukhayma 3DPC AI4CE 3DV 31 8 0 20 Nov 2023
Choose Your Simulator Wisely: A Review on Open-source Simulators for Autonomous Driving Yueyuan Li Wei Yuan Songan Zhang Weihao Yan Qiyuan Shen Chunxiang Wang Ming Yang 42 32 0 18 Nov 2023
Optimizing Implicit Neural Representations from Point Clouds via Energy-Based Models Ryutaro Yamauchi Jinya Sakurai Ryo Furukawa Tatsushi Matsubayashi 3DPC 25 0 0 05 Nov 2023
NeuRBF: A Neural Fields Representation with Adaptive Radial Basis Functions Zhe Chen Zhong Li Liangchen Song Lele Chen Jingyi Yu Junsong Yuan Yinghao Xu 28 57 0 27 Sep 2023
Neural-Singular-Hessian: Implicit Neural Representation of Unoriented Point Clouds by Enforcing Singular Hessian Zixiong Wang Yunxiao Zhang Rui-Xue Xu Fan Zhang Pengshuai Wang Shuangmin Chen Shiqing Xin Wenping Wang Changhe Tu 35 18 0 04 Sep 2023
Neural Kernel Surface Reconstruction Jiahui Huang Zan Gojcic Matan Atzmon Or Litany Sanja Fidler Francis Williams 3DV 43 68 0 31 May 2023
StEik: Stabilizing the Optimization of Neural Signed Distance Functions and Finer Shape Representation Huizong Yang Yuxin Sun G. Sundaramoorthi A. Yezzi 14 14 0 28 May 2023
Towards Better Gradient Consistency for Neural Signed Distance Functions via Level Set Alignment Baorui Ma Junsheng Zhou Yu-Shen Liu Zhizhong Han FedML 29 40 0 19 May 2023
PET-NeuS: Positional Encoding Tri-Planes for Neural Surfaces Yiqun Wang Ivan Skorokhodov Peter Wonka 16 41 0 09 May 2023
VisCo Grids: Surface Reconstruction with Viscosity and Coarea Grids Albert Pumarola A. Sanakoyeu Lior Yariv Ali K. Thabet Y. Lipman AI4CE 50 22 0 25 Mar 2023
Unsupervised Inference of Signed Distance Functions from Single Sparse Point Clouds without Learning Priors Chao Chen Yu-Shen Liu Zhizhong Han 3DPC 32 28 0 25 Mar 2023
A Review of Deep Learning-Powered Mesh Reconstruction Methods Zhiqin Chen 3DV 43 2 0 06 Mar 2023
ROAD: Learning an Implicit Recursive Octree Auto-Decoder to Efficiently Encode 3D Shapes Sergey Zakharov Rares Ambrus Katherine Liu Adrien Gaidon 3DV 24 4 0 12 Dec 2022
Isomorphic mesh generation from point clouds with multilayer perceptrons Shoko Miyauchi K. Morooka Ryo Kurazume 3DPC 29 1 0 21 Oct 2022
LION: Latent Point Diffusion Models for 3D Shape Generation Fangyin Wei Arash Vahdat Francis Williams Zan Gojcic Or Litany Sanja Fidler Karsten Kreis DiffM 58 485 0 12 Oct 2022
Implicit Conversion of Manifold B-Rep Solids by Neural Halfspace Representation Haoxiang Guo Yang Liu Hao Pan B. Guo AI4CE 42 9 0 21 Sep 2022
Top-Tuning: a study on transfer learning for an efficient alternative to fine tuning for image classification with fast kernel methods P. D. Alfano Vito Paolo Pastore Lorenzo Rosasco Francesca Odone 21 6 0 16 Sep 2022
Few 'Zero Level Set'-Shot Learning of Shape Signed Distance Functions in Feature Space Amine Ouasfi A. Boukhayma 3DPC 21 21 0 09 Jul 2022
Surface Reconstruction from Point Clouds: A Survey and a Benchmark Zhangjin Huang Yuxin Wen Zihao Wang Jinjuan Ren Kui Jia 3DV 3DPC 29 61 0 05 May 2022
Learning Smooth Neural Functions via Lipschitz Regularization Hsueh-Ti Derek Liu Francis Williams Alec Jacobson Sanja Fidler Or Litany 24 96 0 16 Feb 2022
Deep Surface Reconstruction from Point Clouds with Visibility Information Raphael Sulzer Loic Landrieu Alexandre Boulch Renaud Marlet Bruno Vallet 3DV 3DPC 17 9 0 03 Feb 2022
A Simple And Effective Filtering Scheme For Improving Neural Fields Yixin Zhuang 24 4 0 31 Jan 2022
Taylor3DNet: Fast 3D Shape Inference With Landmark Points Based Taylor Series Yuting Xiao Jiale Xu Shenghua Gao 3DV 30 0 0 18 Jan 2022
POCO: Point Convolution for Surface Reconstruction Alexandre Boulch Renaud Marlet 3DPC 3DV 34 125 0 05 Jan 2022
Neural Fields as Learnable Kernels for 3D Reconstruction Francis Williams Zan Gojcic S. Khamis Denis Zorin Joan Bruna Sanja Fidler Or Litany 50 66 0 26 Nov 2021
Neural Fields in Visual Computing and Beyond Yiheng Xie Towaki Takikawa Shunsuke Saito Or Litany Shiqin Yan Numair Khan Federico Tombari James Tompkin Vincent Sitzmann Srinath Sridhar 3DH 49 615 0 22 Nov 2021
Deep Marching Tetrahedra: a Hybrid Representation for High-Resolution 3D Shape Synthesis Tianchang Shen Jun Gao K. Yin Xuan Li Sanja Fidler 3DV 22 455 0 08 Nov 2021
Neural-IMLS: Self-supervised Implicit Moving Least-Squares Network for Surface Reconstruction Zixiong Wang Pengfei Wang Pengshuai Wang Qiujie Dong Junjie Gao Shuangmin Chen Shiqing Xin Changhe Tu Wenping Wang 38 14 0 09 Sep 2021
DiGS : Divergence guided shape implicit neural representation for unoriented point clouds Yizhak Ben-Shabat Chamin Pasidu Hewa Koneputugodage Stephen Gould AI4CE 30 64 0 21 Jun 2021
Phase Transitions, Distance Functions, and Implicit Neural Representations Y. Lipman AI4CE 16 38 0 14 Jun 2021