3D Object Reconstruction From A Single Image

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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