SOTAVerified

3D Object Reconstruction

Image: Choy et al

Papers

Showing 126150 of 153 papers

TitleStatusHype
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human DigitizationCode0
Building 3D Object Models during Manipulation by Reconstruction-Aware Trajectory Optimization0
Soft Rasterizer: A Differentiable Renderer for Image-based 3D ReasoningCode0
Pix2Vex: Image-to-Geometry Reconstruction using a Smooth Differentiable Renderer0
Photometric Mesh Optimization for Video-Aligned 3D Object ReconstructionCode0
GEOMetrics: Exploiting Geometric Structure for Graph-Encoded ObjectsCode0
3D Point Capsule NetworksCode0
Inferring Point Clouds from Single Monocular Images by Depth Intermediation0
MVPNet: Multi-View Point Regression Networks for 3D Object Reconstruction from A Single Image0
Deep Single-View 3D Object Reconstruction with Visual Hull EmbeddingCode0
Efficient Dense Point Cloud Object Reconstruction using Deformation Vector Fields0
GAL: Geometric Adversarial Loss for Single-View 3D-Object Reconstruction0
Robust Attentional Aggregation of Deep Feature Sets for Multi-view 3D ReconstructionCode0
3D-RCNN: Instance-Level 3D Object Reconstruction via Render-and-Compare0
Pixel2Mesh: Generating 3D Mesh Models from Single RGB ImagesCode0
Learning Free-Form Deformations for 3D Object ReconstructionCode0
Multi-View Silhouette and Depth Decomposition for High Resolution 3D Object RepresentationCode0
Dense 3D Object Reconstruction from a Single Depth ViewCode0
A Resilient Image Matching Method with an Affine Invariant Feature Detector and Descriptor0
MarrNet: 3D Shape Reconstruction via 2.5D Sketches0
3D Object Reconstruction from a Single Depth View with Adversarial LearningCode0
Learning Efficient Point Cloud Generation for Dense 3D Object ReconstructionCode0
Hierarchical Surface Prediction for 3D Object ReconstructionCode0
A Point Set Generation Network for 3D Object Reconstruction from a Single ImageCode0
Perspective Transformer Nets: Learning Single-View 3D Object Reconstruction without 3D SupervisionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GEOMetricsAvg F167.37Unverified
2MVDAvg F166.39Unverified
3Pixel2MeshAvg F159.72Unverified
4PSGNAvg F148.58Unverified
53D-R2N2Avg F139.01Unverified
6N3MRAvg F133.8Unverified
7LRGT3DIoU0.7Unverified
8UMIFormer3DIoU0.68Unverified
9Pix2Vox++/A3DIoU0.67Unverified
10Pix2Vox-A3DIoU0.66Unverified
#ModelMetricClaimedVerifiedStatus
1PHOSAChamfer Distance26.62Unverified
2CHOREChamfer Distance10.66Unverified
3CONTHOChamfer Distance8.42Unverified
#ModelMetricClaimedVerifiedStatus
1PIFu (3 views)Chamfer (cm)0.57Unverified
#ModelMetricClaimedVerifiedStatus
1SoftRas (full)3DIoU0.65Unverified