Fast Learning of Signed Distance Functions from Noisy Point Clouds via Noise to Noise Mapping

4 July 2024

Junsheng Zhou

Baorui Ma

Yu-Shen Liu

Zhizhong Han

3DPC

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Papers citing "Fast Learning of Signed Distance Functions from Noisy Point Clouds via Noise to Noise Mapping"

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Title
NeRFPrior: Learning Neural Radiance Field as a Prior for Indoor Scene Reconstruction Wenyuan Zhang Emily Yue-ting Jia Junsheng Zhou Baorui Ma Kanle Shi Yu-Shen Liu Zhizhong Han 121 3 0 24 Mar 2025
GridFormer: Point-Grid Transformer for Surface Reconstruction Shengtao Li G. Gao Yudong Liu Yu-Shen Liu M. Gu 3DPC 58 13 0 04 Jan 2024
Learning Continuous Implicit Field with Local Distance Indicator for Arbitrary-Scale Point Cloud Upsampling Shujuan Li Junsheng Zhou Baorui Ma Yu-Shen Liu Zhizhong Han 59 22 0 23 Dec 2023
Differentiable Registration of Images and LiDAR Point Clouds with VoxelPoint-to-Pixel Matching Junsheng Zhou Baorui Ma Wenyuan Zhang Yi Fang Yu-Shen Liu Zhizhong Han 3DPC 70 28 0 07 Dec 2023
Uni3D: Exploring Unified 3D Representation at Scale Junsheng Zhou Jinsheng Wang Baorui Ma Yu-Shen Liu Tiejun Huang Xinlong Wang 52 91 0 10 Oct 2023
NeUDF: Leaning Neural Unsigned Distance Fields with Volume Rendering Yu-Tao Liu Li Wang Jie yang Weikai Chen Xiaoxu Meng Bo Yang Lin Gao 38 46 0 20 Apr 2023
HF-NeuS: Improved Surface Reconstruction Using High-Frequency Details Yiqun Wang Ivan Skorokhodov Peter Wonka 47 126 0 15 Jun 2022
MonoSDF: Exploring Monocular Geometric Cues for Neural Implicit Surface Reconstruction Zehao Yu Songyou Peng Michael Niemeyer Torsten Sattler Andreas Geiger 100 455 0 01 Jun 2022
Geo-Neus: Geometry-Consistent Neural Implicit Surfaces Learning for Multi-view Reconstruction Qiancheng Fu Qingshan Xu Yew-Soon Ong Wenbing Tao 3DV 123 209 0 31 May 2022
Learning Deep Implicit Functions for 3D Shapes with Dynamic Code Clouds Tianyang Li Xin Wen Yu-Shen Liu Huapeng Su Zhizhong Han 3DPC 83 52 0 26 Mar 2022
Instant Neural Graphics Primitives with a Multiresolution Hash Encoding Thomas Müller Alex Evans Christoph Schied A. Keller 261 3,970 0 16 Jan 2022
POCO: Point Convolution for Surface Reconstruction Alexandre Boulch Renaud Marlet 3DPC 3DV 59 125 0 05 Jan 2022
Neural Points: Point Cloud Representation with Neural Fields for Arbitrary Upsampling Wanquan Feng Jin Li Hongrui Cai Xiaonan Luo Juyong Zhang 3DPC 52 68 0 08 Dec 2021
AdaFit: Rethinking Learning-based Normal Estimation on Point Clouds Runsong Zhu Yuan Liu Zhen Dong Tengping Jiang Yuan Wang Wenping Wang Bisheng Yang 3DPC 30 43 0 12 Aug 2021
Shape As Points: A Differentiable Poisson Solver Songyou Peng C. Jiang Yiyi Liao Michael Niemeyer Marc Pollefeys Andreas Geiger 3DPC 54 234 0 07 Jun 2021
SA-ConvONet: Sign-Agnostic Optimization of Convolutional Occupancy Networks Jiapeng Tang Jiabao Lei Dan Xu Feiying Ma Kui Jia Lei Zhang 3DPC 48 74 0 08 May 2021
UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for Multi-View Reconstruction Michael Oechsle Songyou Peng Andreas Geiger 91 741 0 20 Apr 2021
Deep Implicit Moving Least-Squares Functions for 3D Reconstruction Shilin Liu Haoxiang Guo Hao Pan Peng-Shuai Wang Xin Tong Yang Liu 3DPC 3DV 53 99 0 23 Mar 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 70 517 0 26 Jan 2021
Learning Occupancy Function from Point Clouds for Surface Reconstruction Menglin Jia M. Kyan 3DPC 32 18 0 22 Oct 2020
Learning Gradient Fields for Shape Generation Ruojin Cai Guandao Yang Hadar Averbuch-Elor Jinwei Gu Serge J. Belongie Noah Snavely B. Hariharan 3DPC 79 281 0 14 Aug 2020
PatchNets: Patch-Based Generalizable Deep Implicit 3D Shape Representations E. Tretschk A. Tewari Vladislav Golyanik Michael Zollhöfer Carsten Stoll Christian Theobalt 3DPC 3DH 3DV 48 107 0 04 Aug 2020
Differentiable Manifold Reconstruction for Point Cloud Denoising Shitong Luo Wei Hu 3DPC 42 133 0 27 Jul 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 55 462 0 24 Mar 2020
SeqXY2SeqZ: Structure Learning for 3D Shapes by Sequentially Predicting 1D Occupancy Segments From 2D Coordinates Zhizhong Han Guanhui Qiao Yu-Shen Liu Matthias Zwicker 3DPC 3DV 81 32 0 12 Mar 2020
Convolutional Occupancy Networks Songyou Peng Michael Niemeyer L. Mescheder Marc Pollefeys Andreas Geiger 3DV AI4CE 329 981 0 10 Mar 2020
Implicit Geometric Regularization for Learning Shapes Amos Gropp Lior Yariv Niv Haim Matan Atzmon Y. Lipman AI4CE 98 855 0 24 Feb 2020
Differentiable Volumetric Rendering: Learning Implicit 3D Representations without 3D Supervision Michael Niemeyer L. Mescheder Michael Oechsle Andreas Geiger 3DH 3DV 60 989 0 16 Dec 2019
SAL: Sign Agnostic Learning of Shapes from Raw Data Matan Atzmon Y. Lipman 3DPC FedML 92 510 0 23 Nov 2019
SSRNet: Scalable 3D Surface Reconstruction Network Zhenxing Mi Yimin Luo Wenbing Tao 3DV 3DPC 110 56 0 18 Nov 2019
DISN: Deep Implicit Surface Network for High-quality Single-view 3D Reconstruction Qiangeng Xu Weiyue Wang Duygu Ceylan R. Měch Ulrich Neumann 3DH 3DV 99 562 0 26 May 2019
PointCleanNet: Learning to Denoise and Remove Outliers from Dense Point Clouds Marie-Julie Rakotosaona Vittorio La Barbera Paul Guerrero Niloy J. Mitra M. Ovsjanikov 3DPC 34 299 0 04 Jan 2019
A Point Set Generation Network for 3D Object Reconstruction from a Single Image Haoqiang Fan Hao Su Leonidas Guibas 3DPC 3DV 155 2,223 0 02 Dec 2016