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3D Object Reconstruction On Data3Dr2N2

Metrics

Avg F1

Results

Performance results of various models on this benchmark

Model Name	Avg F1	Paper Title	Repository
3D-R2N2	39.01	3D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstruction
Pixel2Mesh	59.72	Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images
Matryoshka Networks	-	Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers
3D-R2N2	-	3D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstruction
Pix2Vox++/A	-	Pix2Vox++: Multi-scale Context-aware 3D Object Reconstruction from Single and Multiple Images
PSGN	-	A Point Set Generation Network for 3D Object Reconstruction from a Single Image
N3MR	33.80	Neural 3D Mesh Renderer
Pix2Vox-A	-	Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images
MVD	66.39	Multi-View Silhouette and Depth Decomposition for High Resolution 3D Object Representation
PSGN	48.58	A Point Set Generation Network for 3D Object Reconstruction from a Single Image
Pix2Vox-F	-	Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images
UMIFormer	-	UMIFormer: Mining the Correlations between Similar Tokens for Multi-View 3D Reconstruction
Pix2Vox++/F	-	Pix2Vox++: Multi-scale Context-aware 3D Object Reconstruction from Single and Multiple Images
GEOMetrics	67.37	GEOMetrics: Exploiting Geometric Structure for Graph-Encoded Objects
LRGT	-	Long-Range Grouping Transformer for Multi-View 3D Reconstruction

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