Awesome 3D Reconstruction Papers

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

Table of Contents

• Object-level
  • Single-view
  • Multi-view
  • Unsupervised
• Scene-level
  • Single-view
  • Multi-view
• Neural-Surface
  • Multi-view
  • Point-cloud
  • RGB-D
• Survey

Object-level

Single-view

Paper	Representation	Publisher	Project/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
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	Code
Image2Mesh: A Learning Framework for Single Image 3D Reconstruction	Mesh	ACCV 2018	Code
Learning Efficient Point Cloud Generation for Dense 3D Object Reconstruction	Point Cloud	AAAI 2018	Project
A Papier-Mâché Approach to Learning 3D Surface Generation	Mesh	CVPR 2018	Project
Pixels, voxels, and views: A study of shape representations for single view 3D object shape prediction	Generic	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	Project
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	Project
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
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
Deep Meta Functionals for Shape Representation	Implicit	ICCV 2019	Code
GraphX-Convolution for Point Cloud Deformation in 2D-to-3D Conversion	Point Cloud	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
Few-Shot Generalization for Single-Image 3D Reconstruction via Priors	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
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
CvxNet: Learnable Convex Decomposition	Primitive	CVPR 2020	Project
Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstruction	Implicit	ECCV 2020	Code
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 Deformable Tetrahedral Meshes for 3D Reconstruction	Mesh	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
D2IM-Net: Learning Detail Disentangled Implicit Fields From Single Images	Implicit	CVPR 2021	Code
NeRD: Neural 3D Reflection Symmetry Detector	/	CVPR 2021	Code
Fostering Generalization in Single-view 3D Reconstruction by Learning a Hierarchy of Local and Global Shape Priors	Implicit	CVPR 2021	Code
Single-View 3D Object Reconstruction From Shape Priors in Memory	Voxel	CVPR 2021	Project
Implicit Surface Representations as Layers in Neural Networks	Implicit	ICCV 2021	/
Ray-ONet: Efficient 3D Reconstruction From A Single RGB Image	Implicit	BMVC 2021	Project
Learning Anchored Unsigned Distance Functions with Gradient Direction Alignment for Single-view Garment Reconstruction	Implicit	ICCV 2021	Code
Geometric Granularity Aware Pixel-to-Mesh	Mesh	ICCV 2021	/
Sketch2Mesh: Reconstructing and Editing 3D Shapes from Sketches	Mesh	ICCV 2021	Code
3DIAS: 3D Shape Reconstruction With Implicit Algebraic Surfaces	Primitive	ICCV 2021	Project
A Dataset-Dispersion Perspective on Reconstruction Versus Recognition in Single-View 3D Reconstruction Networks	Point Cloud	3DV 2021	Code
3D Reconstruction of Novel Object Shapes from Single Images	Implicit	3DV 2021	Project
AutoSDF: Shape Priors for 3D Completion, Reconstruction and Generation	Implicit	CVPR 2022	Project
3D Shape Reconstruction from 2D Images with Disentangled Attribute Flow	Point Cloud	CVPR 2022	Code
Pre-train, Self-train, Distill: A simple recipe for Supersizing 3D Reconstruction	Implicit	CVPR 2022	Project
Neural Template: Topology-aware Reconstruction and Disentangled Generation of 3D Meshes	Hybrid	CVPR 2022	Code
SkeletonNet: A Topology-Preserving Solution for Learning Mesh Reconstruction of Object Surfaces from RGB Images	Mesh	TPAMI 2022	Code
Training Data Generating Networks: Shape Reconstruction via Bi-level Optimization	Implicit	ICLR 2022	/
Structural Causal 3D Reconstruction	Hybrid	ECCV 2022	/
Few-shot Single-view 3D Reconstruction with Memory Prior Contrastive Network	Voxel	ECCV 2022	/
Semi-Supervised Single-View 3D Reconstruction via Prototype Shape Priors	Voxel	ECCV 2022	/
Single-view 3D Scene Reconstruction with High-fidelity Shape and Texture	Implicit	3DV 2024	Code

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
Pix2Surf: Learning Parametric 3D Surface Models of Objects from Images	Patches	ECCV 2020	Project
Multi-view 3D Reconstruction with Transformers	Voxel	ICCV 2021	/
3D-C2FT: Coarse-to-fine Transformer for Multi-view 3D Reconstruction	Voxel	ACCV 2022	/
FvOR: Robust Joint Shape and Pose Optimization for Few-view Object Reconstruction	Implicit	CVPR 2022	Code
FOUND: Foot Optimisation with Uncertain Normals for Surface Deformation using Synthetic Data	Mesh	WACV 2024	Code

Unsupervised

Paper	Representation	Publisher	Project/Code
Perspective Transformer Nets: Learning Single-View 3D Object Reconstruction without 3D Supervision	Voxel	NIPS 2016	Code
Multi-view Supervision for Single-View Reconstruction via Differentiable Ray Consistency	Voxel	CVPR 2017	Project
Rethinking Reprojection: Closing the Loop for Pose-Aware Shape Reconstruction from a Single Image	Voxel	ICCV 2017	/
Learning Category-Specific Mesh Reconstruction from Image Collections	Mesh	ECCV 2018	Project
Learning Single-View 3D Reconstruction with Limited Pose Supervision	Voxel	ECCV 2018	Code
Multi-View Consistency as Supervisory Signal for Learning Shape and Pose Prediction	Voxel	CVPR 2018	Project
Learning View Priors for Single-view 3D Reconstruction	Mesh	CVPR 2019	Code
Escaping Plato's Cave: 3D Shape From Adversarial Rendering	Voxel	ICCV 2019	Project
Learning to Infer Implicit Surfaces without 3D Supervision	Implicit	NIPS 2019	/
Learning to Predict 3D Objects with an Interpolation-based Differentiable Renderer	Mesh	NIPS 2019	Project
Unsupervised Learning of Probably Symmetric Deformable 3D Objects from Images in the Wild	Mesh	CVPR 2020	Project
Leveraging 2D Data to Learn Textured 3D Mesh Generation	Mesh	CVPR 2020	Code
Implicit Mesh Reconstruction from Unannotated Image Collections	Mesh	arXiv 2020	Project
Shape and Viewpoint without Keypoints	Mesh	ECCV 2020	Project
Self-supervised Single-view 3D Reconstruction via Semantic Consistency	Mesh	ECCV 2020	Project
SDF-SRN: Learning Signed Distance 3D Object Reconstruction from Static Images	Implicit	NIPS 2020	Project
Shelf-Supervised Mesh Prediction in the Wild	Mesh	CVPR 2021	Project
Fully Understanding Generic Objects: Modeling, Segmentation, and Reconstruction	Implicit	CVPR 2021	Project
Self-Supervised 3D Mesh Reconstruction from Single Images	Mesh	CVPR 2021	Code
View Generalization for Single Image Textured 3D Models	Mesh	CVPR 2021	Project
Do 2D GANs Know 3D Shape? Unsupervised 3D shape reconstruction from 2D Image GANs	Mesh	ICLR 2021	Project
Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering	Mesh	ICLR 2021	Project
Discovering 3D Parts from Image Collections	Mesh	ICCV 2021	Project
Learning Canonical 3D Object Representation for Fine-Grained Recognition	Mesh	ICCV 2021	/
Toward Realistic Single-View 3D Object Reconstruction with Unsupervised Learning from Multiple Images	Mesh	ICCV 2021	Code
Learning Generative Models of Textured 3D Meshes from Real-World Images	Mesh	ICCV 2021	Code
To The Point: Correspondence-driven monocular 3D category reconstruction	Mesh	NIPS 2021	Project
Topologically-Aware Deformation Fields for Single-View 3D Reconstruction	Implicit	CVPR 2022	Project
2D GANs Meet Unsupervised Single-View 3D Reconstruction	Implicit	ECCV 2022	Project
Monocular 3D Object Reconstruction with GAN Inversion	Mesh	ECCV 2022	Project
Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance Consistency	Mesh	ECCV 2022	Project
Shape, Pose, and Appearance from a Single Image via Bootstrapped Radiance Field Inversion	Implicit	CVPR 2023	Code
Seeing a Rose in Five Thousand Ways	Implicit	CVPR 2023	Project
ShapeClipper: Scalable 3D Shape Learning From Single-View Images via Geometric and CLIP-Based Consistency	Implicit	CVPR 2023	Project
SAOR: Single-View Articulated Object Reconstruction	Implicit	arXiv 2023	Project
Progressive Learning of 3D Reconstruction Network from 2D GAN Data	Mesh	arXiv 2023	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	Mesh	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
From Points to Multi-Object 3D Reconstruction	Implicit	CVPR 2021	Project
Learning to Recover 3D Scene Shape from a Single Image	Point Cloud	CVPR 2021	Code
Patch2CAD: Patchwise Embedding Learning for In-the-Wild Shape Retrieval from a Single Image	Mesh	ICCV 2021	/
Panoptic 3D Scene Reconstruction From a Single RGB Image	Voxel	NIPS 2021	Project
Voxel-based 3D Detection and Reconstruction of Multiple Objects from a Single Image	Implicit	NIPS 2021	Project
Towards High-Fidelity Single-view Holistic Reconstruction of Indoor Scenes	Implicit	ECCV 2022	Code
3D-Former: Monocular Scene Reconstruction with SDF 3D Transformers	Implicit	ICLR 2023	Project
BUOL: A Bottom-Up Framework With Occupancy-Aware Lifting for Panoptic 3D Scene Reconstruction From a Single Image	Implicit	CVPR 2023	Code

Multi-view

Paper	Representation	Publisher	Project/Code
MARMVS: Matching Ambiguity Reduced Multiple View Stereo for Efficient Large Scale Scene Reconstruction	Point Cloud	CVPR 2020	/
FroDO: From Detections to 3D Objects	Implicit	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
TransformerFusion: Monocular RGB Scene Reconstruction using Transformers	Implicit	NIPS 2021	Project
Learning 3D Object Shape and Layout without 3D Supervision	Mesh	CVPR 2022	Project
Directed Ray Distance Functions for 3D Scene Reconstruction	Implicit	ECCV 2022	Project
Learning 3D Scene Priors with 2D Supervision	Mesh	arXiv 2022	Project
FineRecon: Depth-aware Feed-forward Network for Detailed 3D Reconstruction	Implicit	arXiv 2023	Code
CVRecon: Rethinking 3D Geometric Feature Learning For Neural Reconstruction	Implicit	arXiv 2023	Project
VisFusion: Visibility-Aware Online 3D Scene Reconstruction From Videos	Implicit	CVPR 2023	Project

Neural Surface

Multi-view

Paper	Representation	Publisher	Project/Code
SDFDiff: Differentiable Rendering of Signed Distance Fields for 3D Shape	Implicit	CVPR 2020	Code
Differentiable Volumetric Rendering: Learning Implicit 3D Representations without 3D Supervision	Implicit	CVPR 2020	Code
Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance	Implicit	NIPS 2020	Project
Unsupervised Learning of 3D Object Categories from Videos in the Wild	Implicit	CVPR 2021	Project
Neural Lumigraph Rendering	Implicit	CVPR 2021	Project
Iso-Points: Optimizing Neural Implicit Surfaces With Hybrid Representations	Implicit	CVPR 2021	Project
Learning Signed Distance Field for Multi-view Surface Reconstruction	Implicit	ICCV 2021	Code
UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for Multi-View Reconstruction	Implicit	ICCV 2021	Project
NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction	Implicit	NIPS 2021	Project
NeRS: Neural Reflectance Surfaces for Sparse-View 3D Reconstruction in the Wild	Implicit	NIPS 2021	Project
Volume Rendering of Neural Implicit Surfaces	Implicit	ICCV 2021	Unofficial Code
NeuralWarp: Improving neural implicit surfaces geometry with patch warping	Implicit	CVPR 2022	Project
Neural 3D Scene Reconstruction with the Manhattan-world Assumption	Implicit	CVPR 2022	Project
GenDR: A Generalized Differentiable Renderer	Mesh	CVPR 2022	Code
NeRFusion: Fusing Radiance Fields for Large-Scale Scene Reconstruction	Implicit	CVPR 2022	Project
Critical Regularizations for Neural Surface Reconstruction in the Wild	Implicit	CVPR 2022	/
Multi-View Mesh Reconstruction with Neural Deferred Shading	Mesh	CVPR 2022	Project
Differentiable Stereopsis: Meshes From Multiple Views Using Differentiable Rendering	Mesh	CVPR 2022	Code
SparseNeuS: Fast Generalizable Neural Surface Reconstruction from Sparse views	Implicit	ECCV 2022	Project
Object-Compositional Neural Implicit Surfaces	Implicit	ECCV 2022	Project
SNeS: Learning Probably Symmetric Neural Surfaces from Incomplete Data	Implicit	ECCV 2022	Project
Neural 3D Reconstruction in the Wild	Implicit	SIGGRAPH 2022	Project
Differentiable Signed Distance Function Rendering	Implicit	SIGGRAPH 2022	Project
Differentiable Rendering of Neural SDFs through Reparameterization	Implicit	SIGGRAPH Asia 2022	Project
Learning Consistency-Aware Unsigned Distance Functions Progressively from Raw Point Clouds	Implicit	NIPS 2022	Project
Geo-Neus: Geometry-Consistent Neural Implicit Surfaces Learning for Multi-view Reconstruction	Implicit	NIPS 2022	Code
MonoSDF: Exploring Monocular Geometric Cues for Neural Implicit Surface Reconstruction	Implicit	NIPS 2022	Project
HF-NeuS: Improved Surface Reconstruction Using High-Frequency Details	Implicit	NIPS 2022	Project
Recovering Fine Details for Neural Implicit Surface Reconstruction	Implicit	WACV 2022	Code
NeuRIS: Neural Reconstruction of Indoor Scenes Using Normal Priors	Implicit	ECCV 2022	Project
Sphere-Guided Training of Neural Implicit Surfaces	Implicit	arXiv 2022	/
QFF: Quantized Fourier Features for Neural Field Representations	Implicit	arXiv 2022	/
NeuS2: Fast Learning of Neural Implicit Surfaces for Multi-view Reconstruction	Implicit	arXiv 2022	Project
Voxurf: Voxel-based Efficient and Accurate Neural Surface Reconstruction	Implicit	ICLR 2023	Code
PermutoSDF: Fast Multi-View Reconstruction with Implicit Surfaces using Permutohedral Lattices	Implicit	CVPR 2023	Project
ShadowNeuS: Neural SDF Reconstruction by Shadow Ray Supervision	Implicit	CVPR 2023	Project
NeuralUDF: Learning Unsigned Distance Fields for Multi-view Reconstruction of Surfaces with Arbitrary Topologies	Implicit	CVPR 2023	Project
NeuDA: Neural Deformable Anchor for High-Fidelity Implicit Surface Reconstruction	Implicit	CVPR 2023	Project
SparseFusion: Distilling View-conditioned Diffusion for 3D Reconstruction	Implicit	CVPR 2023	Project
I$^2$-SDF: Intrinsic Indoor Scene Reconstruction and Editing via Raytracing in Neural SDFs	Implicit	CVPR 2023	Project
NeAT: Learning Neural Implicit Surfaces with Arbitrary Topologies from Multi-view Images	Implicit	CVPR 2023	Project
NeUDF: Leaning Neural Unsigned Distance Fields With Volume Rendering	Implicit	CVPR 2023	Project
Towards Better Gradient Consistency for Neural Signed Distance Functions via Level Set Alignment	Implicit	CVPR 2023	Code
Neuralangelo: High-Fidelity Neural Surface Reconstruction	Implicit	CVPR 2023	Project
VolRecon: Volume Rendering of Signed Ray Distance Functions for Generalizable Multi-View Reconstruction	Implicit	CVPR 2023	Project
PET-NeuS: Positional Encoding Tri-Planes for Neural Surfaces	Implicit	CVPR 2023	/
HR-NeuS: Recovering High-Frequency Surface Geometry via Neural Implicit Surfaces	Implicit	arXiv 2023	/
RICO: Regularizing the Unobservable for Indoor Compositional Reconstruction	Implicit	arXiv 2023	/
Learning a Room with the Occ-SDF Hybrid: Signed Distance Function Mingled with Occupancy Aids Scene Representation	Implicit	arXiv 2023	/
NeUDF: Learning Unsigned Distance Fields from Multi-view Images for Reconstructing Non-watertight Models	Implicit	arXiv 2023	/
S-VolSDF: Sparse Multi-View Stereo Regularization of Neural Implicit	Implicit	arXiv 2023	Project
VDN-NeRF: Resolving Shape-Radiance Ambiguity via View-Dependence Normalization	Implicit	arXiv 2023	/
FastMESH: Fast Surface Reconstruction by Hexagonal Mesh-based Neural Rendering	Mesh	arXiv 2023	/
Explicit Neural Surfaces: Learning Continuous Geometry With Deformation Fields	Implicit	arXiv 2023	/

Point-cloud

Paper	Representation	Publisher	Project/Code
Deep Geometric Prior for Surface Reconstruction	Patches	CVPR 2019	Code
Scan2Mesh: From Unstructured Range Scans to 3D Meshes	Mesh	CVPR 2019	Code
Meshlet Priors for 3D Mesh Reconstruction	Mesh	CVPR 2020	Code
SSRNet: Scalable 3D Surface Reconstruction Network	Implicit	CVPR 2020	/
SAL: Sign Agnostic Learning of Shapes from Raw Data	Implicit	CVPR 2020	Code
Implicit Geometric Regularization for Learning Shapes	Implicit	ICML 2020	Code
Meshing Point Clouds with Predicted Intrinsic-Extrinsic Ratio Guidance	Mesh	ECCV 2020	Code
PointTriNet: Learned Triangulation of 3D Point Sets	Mesh	ECCV 2020	Code
Points2Surf: Learning Implicit Surfaces from Point Cloud Patches	Implicit	ECCV 2020	Code
Convolutional Occupancy Networks	Implicit	ECCV 2020	Code
Implicit Neural Representations with Periodic Activation Functions	Implicit	NIPS 2020	Project
Neural Unsigned Distance Fields for Implicit Function Learning	Implicit	NIPS 2020	Code
Differentiable Surface Triangulation	Mesh	TOG 2021	Code
SALD: Sign Agnostic Learning with Derivatives	Implicit	ICLR 2021	Code
Deep Implicit Moving Least-Squares Functions for 3D Reconstruction	Implicit	CVPR 2021	Code
Sign-Agnostic Implicit Learning of Surface Self-Similarities for Shape Modeling and Reconstruction from Raw Point Clouds	Implicit	CVPR 2021	/
Learning Delaunay Surface Elements for Mesh Reconstruction	Mesh	CVPR 2021	Code
Neural Splines: Fitting 3D Surfaces with Infinitely-Wide Neural Networks	Implicit	CVPR 2021	Code
Neural-Pull: Learning Signed Distance Functions from Point Clouds by Learning to Pull Space onto Surfaces	Implicit	ICML 2021	Code
Phase Transitions, Distance Functions, and Implicit Neural Representations	Implicit	ICML 2021	/
Vis2Mesh: Efficient Mesh Reconstruction from Unstructured Point Clouds of Large Scenes with Learned Virtual View Visibility	Mesh	ICCV 2021	Code
Deep Hybrid Self-Prior for Full 3D Mesh Generation	Mesh	ICCV 2021	Project
Adaptive Surface Reconstruction with Multiscale Convolutional Kernels	Mesh	ICCV 2021	Code
SA-ConvONet: Sign-Agnostic Optimization of Convolutional Occupancy Networks	Implicit	ICCV 2021	Code
Deep Implicit Surface Point Prediction Networks	Implicit	ICCV 2021	Project
Shape As Points: A Differentiable Poisson Solver	Mesh	NIPS 2021	Project
AIR-Nets: An Attention-Based Framework for Locally Conditioned Implicit Representations	Implicit	3DV 2021	Code
Scalable Surface Reconstruction with Delaunay-Graph Neural Networks	Mesh	SGP 2021	Code
Neural-IMLS: Learning Implicit Moving Least-Squares for Surface Reconstruction from Unoriented Point clouds	Implicit	arXiv 2021	Project
Neural Fields as Learnable Kernels for 3D Reconstruction	Implicit	CVPR 2022	Project
POCO: Point Convolution for Surface Reconstruction	Implicit	CVPR 2022	Code
GIFS: Neural Implicit Function for General Shape Representation	Implicit	CVPR 2022	Project
Reconstructing Surfaces for Sparse Point Clouds with On-Surface Priors	Implicit	CVPR 2022	Code
Surface Reconstruction from Point Clouds by Learning Predictive Context Priors	Implicit	CVPR 2022	Code
DiGS: Divergence Guided Shape Implicit Neural Representation for Unoriented Point Clouds	Implicit	CVPR 2022	Project
VisCo Grids: Surface Reconstruction with Viscosity and Coarea Grids	Implicit	NIPS 2022	/
GenSDF: Two-Stage Learning of Generalizable Signed Distance Functions	Implicit	NIPS 2022	Project
Dual Octree Graph Networks for Learning Adaptive Volumetric Shape Representations	Implicit	SIGGRAPH 2022	Code
Deep Point Cloud Simplification for High-quality Surface Reconstruction	Implicit	arXiv 2022	/
RangeUDF: Semantic Surface Reconstruction from 3D Point Clouds	Implicit	arXiv 2022	Code
Neural Poisson: Indicator Functions for Neural Fields	Implicit	arXiv 2022	/
GeoUDF: Surface Reconstruction from 3D Point Clouds via Geometry-guided Distance Representation	Implicit	arXiv 2022	Code
CircNet: Meshing 3D Point Clouds with Circumcenter Detection	Mesh	ICLR 2023	/
ALTO: Alternating Latent Topologies for Implicit 3D Reconstruction	Implicit	CVPR 2023	Project
Octree Guided Unoriented Surface Reconstruction	Implicit	CVPR 2023	Project
Unsupervised Inference of Signed Distance Functions From Single Sparse Point Clouds Without Learning Priors	Implicit	CVPR 2023	Code
Neural Vector Fields: Implicit Representation by Explicit Learning	Implicit	CVPR 2023	Code
StEik: Stabilizing the Optimization of Neural Signed Distance Functions and Finer Shape Representation	Implicit	arXiv 2023	/
Learning Signed Distance Functions from Noisy 3D Point Clouds via Noise to Noise Mapping	Implicit	ICML 2023	Project

RGB-D

Paper	Representation	Publisher	Project/Code
Neural RGB-D Surface Reconstruction	Implicit	CVPR 2022	Project
BNV-Fusion: Dense 3D Reconstruction Using Bi-Level Neural Volume Fusion	Implicit	CVPR 2022	Code
NICE-SLAM: Neural Implicit Scalable Encoding for SLAM	Implicit	CVPR 2022	Project
ShAPO: Implicit Representations for Multi-Object Shape, Appearance, and Pose Optimization	Implicit	ECCV 2022	Project
CIRCLE: Convolutional Implicit Reconstruction and Completion for Large-scale Indoor Scene	Implicit	ECCV 2022	Code
Neural Surface Reconstruction of Dynamic Scenes with Monocular RGB-D Camera	Implicit	NIPS 2022	Project
GO-Surf: Neural Feature Grid Optimization for Fast, High-Fidelity RGB-D Surface Reconstruction	Implicit	3DV 2022	Project
FastSurf: Fast Neural RGB-D Surface Reconstruction using Per-Frame Intrinsic Refinement and TSDF Fusion Prior Learning	Implicit	arXiv 2023	Project
Dynamic Voxel Grid Optimization for High-Fidelity RGB-D Supervised Surface Reconstruction	Implicit	arXiv 2023	/
Multiview Compressive Coding for 3D Reconstruction	Implicit	CVPR 2023	Project
MobileBrick: Building LEGO for 3D Reconstruction on Mobile Devices	Implicit	CVPR 2023	Project
TMO: Textured Mesh Acquisition of Objects with a Mobile Device by using Differentiable Rendering	Mesh	CVPR 2023	Project

Survey

Paper	Publisher
Image-based 3D Object Reconstruction: State-of-the-Art and Trends in the Deep Learning Era	TPAMI 2019
Neural Fields in Visual Computing and Beyond	arXiv 2021
Advances in Neural Rendering	EUROGRAPHICS 2022
Surface Reconstruction from Point Clouds: A Survey and a Benchmark	arXiv 2022
NeRF: Neural Radiance Field in 3D Vision, A Comprehensive Review	arXiv 2022
A Review of Deep Learning-Powered Mesh Reconstruction Methods	arXiv 2023