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Models/CAD-SIGNet

CAD-SIGNet

Reported on 24 benchmarks across 2 tasks · 1 paper · 20 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision24 results

Object ReconstructiononFusion 360 Gallery
Chamfer Distance· 2024-02-27
14.5
best: 0.58 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononFusion 360 Gallery
Chamfer Distance (median)· 2024-02-27
0.7
best: 0.17 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononDeepCAD
Camfer Distance (median)· 2024-02-27
0.29
best: 0.17 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononDeepCAD
Chamfer Distance· 2024-02-27
6.81
best: 0.76 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononDeepCAD
Invalidi Ratio· 2024-02-27
5
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononDeepCAD
IoU· 2024-02-27
77.3
best: 90.2 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononCC3D
Chamfer Distance· 2024-02-27
32.6
best: 1.86 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononCC3D
Chamfer Distance (median)· 2024-02-27
4.42
best: 0.47 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononCC3D
Invalid Ratio· 2024-02-27
15.5
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononCC3D
IoU· 2024-02-27
39.1
best: 67.9 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononFusion 360 Gallery
Chamfer Distance· 2024-02-27
14.5
best: 0.58 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononFusion 360 Gallery
Chamfer Distance (median)· 2024-02-27
0.7
best: 0.17 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononDeepCAD
Camfer Distance (median)· 2024-02-27
0.29
best: 0.17 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononDeepCAD
Chamfer Distance· 2024-02-27
6.81
best: 0.76 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononDeepCAD
Invalidi Ratio· 2024-02-27
5
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononDeepCAD
IoU· 2024-02-27
77.3
best: 90.2 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononCC3D
Chamfer Distance· 2024-02-27
32.6
best: 1.86 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononCC3D
Chamfer Distance (median)· 2024-02-27
4.42
best: 0.47 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononCC3D
Invalid Ratio· 2024-02-27
15.5
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononCC3D
IoU· 2024-02-27
39.1
best: 67.9 (cadrille)
SOTA
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononFusion 360 Gallery
Invalid Ratio· 2024-02-27
9.3
best: 25.2 (DeepCAD)
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
Object ReconstructiononFusion 360 Gallery
IoU· 2024-02-27
58.4
best: 85 (cadrille)
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononFusion 360 Gallery
Invalid Ratio· 2024-02-27
9.3
best: 25.2 (DeepCAD)
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678
3D Object ReconstructiononFusion 360 Gallery
IoU· 2024-02-27
58.4
best: 85 (cadrille)
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention arXiv:2402.17678