3D Object Reconstruction From A Single Image

Papers with codes

Project	Paper	Framework
3dr2n2: A unified approach for single and multi-view 3d object Reconstruction	ECCV 2016	Theano
Learning a predictable and generative vector representation for objects	ECCV 2016	Caffe
Learning a probabilistic latent space of object shapes via 3d generative-adversarial modeling	NIPS 2016	Torch 7
Perspective transformer nets: Learning single-view 3d object reconstruction without 3d supervision	NIPS 2016	Torch 7
Deep disentangled representations for volumetric reconstruction	ECCV 2016
Multi-view 3D Models from Single Images with a Convolutional Network	ECCV 2016	Tensorflow
Single Image 3D Interpreter Network	ECCV 2016	Torch 7
Weakly-Supervised Generative Adversarial Networks for 3D Reconstruction	3DV 2017	Theano
Hierarchical Surface Prediction for 3D Object Reconstruction	3DV 2017	Torch 7
Octree generating networks: Efficient convolutional architectures for high-resolution 3d outputs	ICCV 2017	Caffe
Multi-view Supervision for Single-view Reconstruction via Differentiable Ray Consistency	CVPR 2017	Torch 7
SurfNet: Generating 3D shape surfaces using deep residual networks	CVPR 2017	Matlab
A Point Set Generation Network for 3D Object Reconstruction from a Single Image	CVPR 2017	Tensorflow
O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis	SIGGRAPH 2017	Caffe
Rethinking Reprojection: Closing the Loop for Pose-aware Shape Reconstruction from a Single Image	ICCV 2017
Scaling CNNs for High Resolution Volumetric Reconstruction From a Single Image	ICCV 2017
Large-Scale 3D Shape Reconstruction and Segmentation from ShapeNet Core55	ICCV 2017
Learning a Hierarchical Latent-Variable Model of 3D Shapes	3DV 2018	Tensorflow
Learning Efficient Point Cloud Generation for Dense 3D Object Reconstruction	AAAI 2018	Tensorflow
DeformNet: Free-Form Deformation Network for 3D Shape Reconstruction from a Single Image	ACCV 2018	Tensorflow
Image2Mesh: A Learning Framework for Single Image 3DReconstruction	ACCV 2018	Pytorch
Neural 3D Mesh Renderer	CVPR 2018	Chainer
Multi-view Consistency as Supervisory Signal for Learning Shape and Pose Prediction	CVPR 2018	Torch 7
Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers	CVPR 2018	Pytorch
AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation	CVPR 2018	Pytorch
Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images	ECCV 2018	Tensorflow
Multiresolution Tree Networks for 3D Point Cloud Processing	ECCV 2018	Pytorch
Adaptive O-CNN: A Patch-based Deep Representation of 3D Shapes	SIGGRAPH Asia 2018
Learning Implicit Fields for Generative Shape Modeling	CVPR 2019	Tensorflow
Occupancy Networks: Learning 3D Reconstruction in Function Space	CVPR 2019	Pytorch
DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation	CVPR 2019	Pytorch

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