Cad Reconstruction On Deepcad

Metrics

Camfer Distance (median)

IoU

Results

Performance results of various models on this benchmark

			Paper Title
DeepCAD	9.64	46.7	DeepCAD: A Deep Generative Network for Computer-Aided Design Models
HNC-CAD	8.64	65.3	Hierarchical Neural Coding for Controllable CAD Model Generation
TransCAD	4.51	65.5	TransCAD: A Hierarchical Transformer for CAD Sequence Inference from Point Clouds
PrismCAD	4.28	72.1	Reconstructing editable prismatic CAD from rounded voxel models
Point2Cyl	4.27	73.8	Point2Cyl: Reverse Engineering 3D Objects from Point Clouds to Extrusion Cylinders
SECAD-Net	3.65	72.9	SECAD-Net: Self-Supervised CAD Reconstruction by Learning Sketch-Extrude Operations
ExtrudeNet	3.37	40.3	ExtrudeNet: Unsupervised Inverse Sketch-and-Extrude for Shape Parsing
CAD-Diffuser	3.02	74.3	Draw Step by Step: Reconstructing CAD Construction Sequences from Point Clouds via Multimodal Diffusion.
CAD-SIGNet	0.283	77.6	CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
CAD-Recode	0.157	92.0	CAD-Recode: Reverse Engineering CAD Code from Point Clouds

0 of 10 row(s) selected.

Cad Reconstruction On Deepcad

Metrics

Camfer Distance (median)

IoU

Results

Performance results of various models on this benchmark

			Paper Title
DeepCAD	9.64	46.7	DeepCAD: A Deep Generative Network for Computer-Aided Design Models
HNC-CAD	8.64	65.3	Hierarchical Neural Coding for Controllable CAD Model Generation
TransCAD	4.51	65.5	TransCAD: A Hierarchical Transformer for CAD Sequence Inference from Point Clouds
PrismCAD	4.28	72.1	Reconstructing editable prismatic CAD from rounded voxel models
Point2Cyl	4.27	73.8	Point2Cyl: Reverse Engineering 3D Objects from Point Clouds to Extrusion Cylinders
SECAD-Net	3.65	72.9	SECAD-Net: Self-Supervised CAD Reconstruction by Learning Sketch-Extrude Operations
ExtrudeNet	3.37	40.3	ExtrudeNet: Unsupervised Inverse Sketch-and-Extrude for Shape Parsing
CAD-Diffuser	3.02	74.3	Draw Step by Step: Reconstructing CAD Construction Sequences from Point Clouds via Multimodal Diffusion.
CAD-SIGNet	0.283	77.6	CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
CAD-Recode	0.157	92.0	CAD-Recode: Reverse Engineering CAD Code from Point Clouds

0 of 10 row(s) selected.

Cad Reconstruction On Deepcad | SOTA | HyperAI