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Awesome 3D Reconstruction Papers

Awesome

A collection of 3D reconstruction papers in the deep learning era. Feel free to contribute :)

Table of Contents

Object-level

Single-view

Paper Representation Publisher Project/Code
Perspective Transformer Nets: Learning Single-View 3D Object Reconstruction without 3D Supervision Voxel NIPS 2016 [Code]
A Point Set Generation Network for 3D Object Reconstruction from a Single Image Point Cloud CVPR 2017 [Code]
SurfNet: Generating 3D Shape Surfaces Using Deep Residual Networks Mesh CVPR 2017 [Code]
Multi-View Supervision for Single-View Reconstruction via Differentiable Ray Consistency Voxel CVPR 2017 [Project]
OctNet: Learning Deep 3D Representations at High Resolutions Voxel CVPR 2017 [Code]
Rethinking Reprojection: Closing the Loop for Pose-Aware Shape Reconstruction From a Single Image Voxel ICCV 2017 /
MarrNet: 3D Shape Reconstruction via 2.5D Sketches Voxel NIPS 2017 [Project]
Hierarchical Surface Prediction for 3D Object Reconstruction Voxel 3DV 2017 /
Image2Mesh: A Learning Framework for Single Image 3D Reconstruction Mesh ACCV 2018 [Code]
Learning Efficient Point CloudGeneration for Dense 3D Object Reconstruction Point Cloud AAAI 2018 [Project]
A Papier-Mâché Approach to Learning 3D Surface Generation Mesh CVPR 2018 [Project]
Im2Struct: Recovering 3D Shape Structure From a Single RGB Image Parts CVPR 2018 [Code]
Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers Voxel CVPR 2018 [Code]
Multi-View Consistency as Supervisory Signal for Learning Shape and Pose Prediction Voxel CVPR 2018 [Project]
Efficient Dense Point Cloud Object Reconstruction using Deformation Vector Fields Point Cloud ECCV 2018 /
GAL: Geometric Adversarial Loss for Single-View 3D-Object Reconstruction Point Cloud ECCV 2018 /
Learning Category-Specific Mesh Reconstruction from Image Collections Mesh ECCV 2018 [Project]
Learning Shape Priors for Single-View 3D Completion and Reconstruction Voxel ECCV 2018 /
Learning Single-View 3D Reconstruction with Limited Pose Supervision Voxel ECCV 2018 [Code]
Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images Mesh ECCV 2018 [Code]
Residual MeshNet: Learning to Deform Meshes for Single-View 3D Reconstruction Mesh 3DV 2018 /
Learning to Reconstruct Shapes from Unseen Classes Generic NIPS 2018 /
Multi-View Silhouette and Depth Decomposition for High Resolution 3D Object Representation Voxel NIPS 2018 [Code]
MVPNet: Multi-View Point Regression Networks for 3D Object Reconstruction from A Single Image Point Cloud AAAI 2019 /
Deep Single-View 3D Object Reconstruction with Visual Hull Embedding Voxel AAAI 2019 [Code]
Occupancy Networks: Learning 3D Reconstruction in Function Space Implicit CVPR 2019 [Code]
Learning Implicit Fields for Generative Shape Modeling Implicit CVPR 2019 [Project]
A Skeleton-Bridged Deep Learning Approach for Generating Meshes of Complex Topologies From Single RGB Images Mesh CVPR 2019 [Code]
What Do Single-view 3D Reconstruction Networks Learn? Generic CVPR 2019 [Code]
DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation Implicit CVPR 2019 [Code]
Deep Level Sets: Implicit Surface Representations for 3D Shape Inference Implicit Arxiv 2019 /
Deep Mesh Reconstruction From Single RGB Images via Topology Modification Networks Mesh ICCV 2019 [Code]
GraphX-Convolution for Point Cloud Deformation in 2D-to-3D Conversion Point Cloud ICCV 2019 [Code]
Learning Shape Templates With Structured Implicit Functions Implicit ICCV 2019 [Code]
Pix2Vox: Context-Aware 3D Reconstruction From Single and Multi-View Images Voxel ICCV 2019 [Code]
Domain-Adaptive Single-View 3D Reconstruction Voxel ICCV 2019 [Code]
DISN: Deep Implicit Surface Network for High-quality Single-view 3D Reconstruction Implicit NIPS 2019 [Code]
Front2Back: Single View 3D Shape Reconstruction via Front to Back Prediction Mesh CVPR 2020 [Code]
Local Deep Implicit Functions for 3D Shape Implicit CVPR 2020 [Code]
Differentiable Volumetric Rendering: Learning Implicit 3D Representations Without 3D Supervision Implicit CVPR 2020 [Project]
BSP-Net: Generating Compact Meshes via Binary Space Partitioning Mesh CVPR 2020 [Project]
Height and Uprightness Invariance for 3D Prediction From a Single View Point Cloud CVPR 2020 [Code]
Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion Implicit CVPR 2020 [Project]
Unsupervised Learning of Probably Symmetric Deformable 3D Objects From Images in the Wild Mesh CVPR 2020 [Project]
Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstruction Implicit ECCV 2020 /
Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors Voxel ECCV 2020 [Code]
GSIR: Generalizable 3D Shape Interpretation and Reconstruction Voxel ECCV 2020 /
DR-KFS: A Differentiable Visual Similarity Metric for 3D Shape Reconstruction Mesh ECCV 2020 /
Self-supervised Single-view 3D Reconstruction via Semantic Consistency Mesh ECCV 2020 [Project]
Shape and Viewpoint without Keypoints Mesh ECCV 2020 [Project]
Ladybird: Quasi-Monte Carlo Sampling for Deep Implicit Field Based 3D Reconstruction with Symmetry Mesh ECCV 2020 [Code]
Learning to Detect 3D Reflection Symmetry for Single-View Reconstruction / Arxiv 2020 [Code]
3D Reconstruction of Novel Object Shapes from Single Images Implicit Arxiv 2020 [Project]
3D Shape Reconstruction from Free-Hand Sketches Point Cloud Arxiv 2020 [Code]
Implicit Mesh Reconstruction from Unannotated Image Collections Mesh Arxiv 2020 [Project]
SkeletonNet: A Topology-Preserving Solution for Learning Mesh Reconstruction of Object Surfaces from RGB Images Mesh Arxiv 2020 [Code]
MeshSDF: Differentiable Iso-Surface Extraction Implicit NIPS 2020 [Code]
Learning Deformable Tetrahedral Meshes for 3D Reconstruction Mesh NIPS 2020 [Project]
MetaSDF: Meta-learning Signed Distance Functions Implicit NIPS 2020 [Project]
SDF-SRN: Learning Signed Distance 3D Object Reconstruction from Static Images Implicit NIPS 2020 [Project]
UCLID-Net: Single View Reconstruction in Object Space Mesh NIPS 2020 [Code]
Pix2Vox++: Multi-scale Context-aware 3D Object Reconstruction from Single and Multiple Images Voxel IJCV 2020 [Code]
Silhouette Guided Point Cloud Reconstruction beyond Occlusion Point Cloud WACV 2020 [Code]
Look, Cast and Mold: Learning 3D Shape Manifold from Single-view Synthetic Data Voxel Arxiv 2021 /

Multi-view

Paper Representation Publisher Project/Code
3D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstruction Voxel ECCV 2016 [Code]
3D Shape Induction from 2D Views of Multiple Objects Voxel 3DV 2017 [Code]
Learning Efficient Point Cloud Generation for Dense 3D Object Reconstruction Point Cloud AAAI 2018 [Project]
Conditional Single-view Shape Generation for Multi-view Stereo Reconstruction Point Cloud CVPR 2019 [Code]
Pixel2Mesh++: Multi-View 3D Mesh Generation via Deformation Mesh ICCV 2019 [Project]
Multiview Aggregation for Learning Category-Specific Shape Reconstruction Point Cloud NIPS 2019 [Code]
Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance Mesh NIPS 2020 [Project]

Scene-level

Single-view

Paper Representation Publisher Project/Code
IM2CAD CAD CVPR 2017 [Code]
3D-RCNN: Instance-level 3D Object Reconstruction via Render-and-Compare Priors CVPR 2018 [Project]
Factoring Shape, Pose, and Layout from the 2D Image of a 3D Scene Voxel CVPR 2018 [Project]
Holistic 3D Scene Parsing and Reconstruction from a Single RGB Image CAD ECCV 2018 [Project]
Mesh R-CNN Mesh ICCV 2019 [Code]
3D Scene Reconstruction With Multi-Layer Depth and Epipolar Transformers Mesh ICCV 2019 [Project]
3D-RelNet: Joint Object and Relational Network for 3D Prediction Voxel ICCV 2019 [Project]
Total3DUnderstanding: Joint Layout, Object Pose and Mesh Reconstruction for Indoor Scenes from a Single Image Mesh CVPR 2020 [Project]
3D Scene Reconstruction from a Single Viewport Voxel ECCV 2020 [Code]
CoReNet: Coherent 3D scene reconstruction from a single RGB image Voxel+Implicit ECCV 2020 [Code]
Image-to-Voxel Model Translation for 3D Scene Reconstruction and Segmentation Voxel ECCV 2020 [Code]
Holistic 3D Scene Understanding from a Single Image with Implicit Representation Implicit CVPR 2021 [Project]

Multi-view

Paper Representation Publisher Project/Code
MARMVS: Matching Ambiguity Reduced Multiple View Stereo for Efficient Large Scale Scene Reconstruction Point Cloud CVPR 2020 /
Associative3D: Volumetric Reconstruction from Sparse Views Voxel ECCV 2020 [Project]
Atlas: End-to-End 3D Scene Reconstruction from Posed Images Mesh ECCV 2020 [Project]
NeuralRecon: Real-Time Coherent 3D Reconstruction from Monocular Video Mesh CVPR 2021 [Project]

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A collection of 3D reconstruction papers in the deep learning era.

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