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Awesome Planar Reconstruction Awesome

Papers

Those with piece-wise planarity are highlighted.

Plane Extraction / Detection

Title Authors Venue Year Resources
Efficient RANSAC for Point-Cloud Shape Detection Ruwen Schnabel et al. Computer Graphics Forum 2007 [PDF] [CODE]
The 3D Hough Transform for Plane Detection in Point Clouds: A Review and a new Accumulator Design Dorit Borrmann et al. 3D Research 2011 [PDF]
Planar Shape Detection at Structural Scales Hao Fang et al. CVPR 2018 [PDF]
Plane Segmentation Based on the Optimal-vector-field in LiDAR Point Clouds Sheng Xu et al. PAMI 2020 [PDF]
From Planes to Corners: Multi-Purpose Primitive Detection in Unorganized 3D Point Clouds Christiane Sommer et al. ICRA 2020 [PDF] [CODE]
Supervised Fitting of Geometric Primitives to 3D Point Clouds Lingxiao Li et al. CVPR 2019 [PDF] [CODE]
Highly Parallelizable Plane Extraction for Organized Point Clouds Using Spherical Convex Hulls Hannes Möls et al. ICRA 2020 [PDF]
CPFN: Cascaded Primitive Fitting Networks for High-Resolution Point Clouds Eric-Tuan Lê et al. ICCV 2021 [PDF] [CODE]

Single-view Reconstruction

Title Authors Venue Year Resources
PlaneNet: Piece-wise Planar Reconstruction from a Single RGB Image Chen Liu et al. CVPR 2018 [PDF] [CODE]
Recovering 3D Planes from a Single Image via Convolutional Neural Networks Fengting Yang and Zihan Zhou ECCV 2018 [PDF] [CODE]
PlaneRCNN: 3D Plane Detection and Reconstruction from a Single Image Chen Liu et al. CVPR 2019 [PDF] [CODE]
Single-Image Piece-wise Planar 3D Reconstruction via Associative Embedding Zehao Yu et al. CVPR 2019 [PDF] [CODE]
Deep Mesh Reconstruction from Single RGB Images via Topology Modification Networks Junyi Pan et al. ICCV 2019 [PDF] [CODE]
Mesh R-CNN Georgia Gkioxari et al. ICCV 2019 [PDF] [CODE]
Learning Pairwise Inter-Plane Relations for Piecewise Planar Reconstruction Yiming Qian and Yasutaka Furukawa ECCV 2020 [PDF]

Multi-view Reconstruction

Title Authors Venue Year Resources
Reconstructing piecewise planar scenes with multi-view regularization Weijie Xi and Xuejin Chen Computational Visual Media 2019 [PDF]
PlaneMVS: 3D Plane Reconstruction from Multi-View Stereo Jiachen Liu et al. CVPR 2022 [PDF]

Generative / Implicit Field

Title Authors Venue Year Resources
Continuous Signed Distance Functions for 3D Vision Simen Haugo et al. 3DV 2017 [PDF]
AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Thibault Groueix et al. CVPR 2018 [PDF] [CODE]
DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation Jeong Joon Park et al. CVPR 2019 [PDF] [CODE]
Occupancy Networks: Learning 3D Reconstruction in Function Space Lars Mescheder et al. CVPR 2019 [PDF] [CODE]
Learning Implicit Fields for Generative Shape Modeling Zhiqin Chen and Hao Zhang CVPR 2019 [PDF] [CODE]
Learning Shape Templates with Structured Implicit Functions Kyle Genova et al. ICCV 2019 [PDF]
BSP-Net: Generating Compact Meshes via Binary Space Partitioning Zhiqin Chen et al. CVPR 2020 [PDF] [CODE]
Points2Surf: Learning Implicit Surfaces from Point Clouds Philipp Erler et al. ECCV 2020 [PDF] [CODE]
Overfit Neural Networks as a Compact Shape Representation Thomas Davies et al. arXiv 2020 [PDF]
Implicit Geometric Regularization for Learning Shapes Amos Gropp et al. ICML 2020 [PDF] [CODE]
Deep Parametric Shape Predictions using Distance Fields Dmitriy Smirnov et al. CVPR 2020 [PDF] [CODE]
PolyGen: An Autoregressive Generative Model of 3D Meshes Charlie Nash et al. arXiv 2020 [PDF]
CvxNet: Learnable Convex Decomposition Boyang Deng et al. arXiv 2020 [PDF] [CODE]
Local Deep Implicit Functions for 3D Shape Kyle Genova et al. CVPR 2020 [PDF] [CODE]
Coupling Explicit and Implicit Surface Representations for Generative 3D Modeling Omid Poursaeed et al. ECCV 2020 [PDF]
CAPRI-Net: Learning Compact CAD Shapes with Adaptive Primitive Assembly Fenggen Yu et al. CVPR 2022 [PDF]
Neural 3D Scene Reconstruction with the Manhattan-world Assumption Haoyu Guo et al. CVPR 2022 [PAGE]
NeuRIS: Neural Reconstruction of Indoor Scenes Using Normal Priors Jiepeng Wang et al. ECCV 2022 [PAGE]

Kinetic Reconstruction

Title Authors Venue Year Resources
KIPPI: KInetic Polygonal Partitioning of Images JEAN-PHILIPPE BAUCHET and FLORENT LAFARGE CVPR 2018 [PDF] [CODE]
Approximating shapes in images with low-complexity polygons Muxingzi Li et al. CVPR 2020 [PDF] [CODE]
Kinetic Shape Reconstruction JEAN-PHILIPPE BAUCHET and FLORENT LAFARGE SIGGRAPH 2020 [PDF]

Mesh Deformation

Title Authors Venue Year Resources
Point2Mesh: A Self-Prior for Deformable Meshes RANA HANOCKA et al. SIGGRAPH 2020 [PDF] [CODE]
ShapeFlow: Learnable Deformations Among 3D Shapes Chiyu Jiang et al. NeurIPS 2020 [PDF] [CODE]
Neural Mesh Flow: 3D Manifold Mesh Generation via Diffeomorphic Flows Kunal Gupta and Manmohan Chandraker NeurIPS 2020 [PDF] [CODE]
Learning Deformable Tetrahedral Meshes for 3D Reconstruction Jun Gao et al. NeurIPS 2020 [PDF] [CODE]

Constructive / Parametric Geometry

Title Authors Venue Year Resources
Boolean operations on 3D selective Nef complexes: Data structure, algorithms, optimized implementation and experiments Peter Hachenberger et al. Computational Geometry 2007 [PDF] [CODE]
Mesh arrangements for solid geometry Qingnan Zhou et al. SIGGRAPH 2016 [PDF] [CODE]
3D-PRNN: Generating Shape Primitives with Recurrent Neural Networks Chuhang Zou et al. ICCV 2017 [PDF] [CODE]
CSGNet: Neural Shape Parser for Constructive Solid Geometry Gopal Sharma et al. CVPR 2018 [PDF]
Surface Reconstruction from 3D Line Segments Pierre-Alain Langlois et al. 3DV 2019 [PDF] [CODE]
ParSeNet: A Parametric Surface Fitting Network for 3D Point Clouds Gopal Sharma et al. ECCV 2020 [PDF] [CODE]
PQ-NET: A Generative Part Seq2Seq Network for 3D Shapes arXiv:1911.10949v3 Rundi Wu et al. CVPR 2020 [PDF] [CODE]
UCSG-Net -- Unsupervised Discovering of Constructive Solid Geometry Tree Kacper Kania et al. NIPS 2020 [PDF] [CODE]
State of the Art on Computational Design of Assemblies with Rigid Parts Ziqi Wang et al. EUROGRAPHICS 2021 [PDF]
Reconstruction of Convex Polytope Compositions from 3D Point-clouds Markus Friedrich and Pierre-Alain Fayolle GRAPP 2021 [PDF] [CODE]

Triangulation

Title Authors Venue Year Resources
PointTriNet: Learned Triangulation of 3D Point Sets Nicholas Sharp and Maks Ovsjanikov ECCV 2020 [PDF] [CODE]

Wireframe

Title Authors Venue Year Resources
PC2WF: 3D Wireframe Reconstruction from Raw Point Clouds Yujia Liu et al. ICLR 2021 [PDF]

Urban Reconstruction

Title Authors Venue Year Resources
LOD Generation for Urban Scenes Yannick Verdie et al. ACM TOG 2015 [PDF]
Manhattan-world Urban Reconstruction from Point Clouds Minglei Li et al. ECCV 2016 [PDF]
Connect-and-Slice: an hybrid approach for reconstructing 3D objects Hao Fang et al. CVPR 2020 [PDF]
Relation-Constrained Automatic 3D Reconstruction of Buildings in Metropolitan Areas from Photogrammetric Point Clouds Yuan Li and Bo Wu Remote Sensing 2021 [PDF]
Combined Rule-Based and Hypothesis-Based Method for Building Model Reconstruction from Photogrammetric Point Clouds Linfu Xie et al. Remote Sensing 2021 [PDF]
Reconstructing Compact Building Models from Point Clouds Using Deep Implicit Fields Zhaiyu Chen et al. ISPRS 2022 [PDF] [CODE]
Point2Roof: End-to-end 3D Building Roof Modeling from Airborne LiDAR Point Clouds Li Li et al. ISPRS 2022 [PDF] [CODE]

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