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ShapeNetCore

Benchmarks

Task NameDataset NameSOTA ResultTrend
Keypoint DetectionShapeNetCore V2 (test)
DAS93.4
56
EigensolvingShapeNetCore Point Cloud Discretizations (test)
Time (seconds)0.01
20
10-way 5-shot Few-shot ClassificationShapeNetCore
Accuracy76.33
15
Single-image 3D ReconstructionShapeNetCore (test)
mIoU68.8
11
Single-view 3D object reconstructionShapeNetCore (Unseen categories)
mIoU0.386
8
Base-to-new class generalizationShapeNetCore V2 (test)
Base Score93.03
6
3D Point Cloud ClassificationShapeNetCore V2 (test)
Base Accuracy93.03
6
Point cloud reconstructionShapeNetCore13 v1 (test)
Chamfer Distance (CD)0.85
5
3D Shape ReconstructionShapeNetCore Sofas 120 models (test)
Chamfer Distance (dC)0.26
4
3D Shape ReconstructionShapeNetCore Chairs 120 models (test)
Chamfer Distance (dC)0.21
4
3D Shape ReconstructionShapeNetCore Planes 120 models (test)
Chamfer Distance (dC)0.14
4
Class-conditioned 3D Shape GenerationShapeNetCore table V2 (test)
FPD0.47
4
Class-conditioned 3D Shape GenerationShapeNetCore chair V2 (test)
FPD0.52
4
Class-conditioned 3D Shape GenerationShapeNetCore airplane V2 (test)
FPD0.44
4
3D shape retrievalShapeNetCore perturbed SHREC'16 (test)
Micro Precision@N0.678
4
Class-conditioned 3D Shape GenerationShapeNetCore sofa V2 (test)
FPD0.63
3
Class-conditioned 3D Shape GenerationShapeNetCore car V2 (test)
FPD0.46
3
View ReconstructionShapeNetCore 12 categories v2 (test)
MSE0.0069
3
3D shape retrievalShapeNetCore normal SHREC'16 (test)
Micro Precision@N0.77
3
Shape ClassificationShapeNetCore55 SHREC2017 (test)
Accuracy82.97
2
3D Point Cloud ClassificationShapeNetCore base-to-new V2
Base Accuracy-
0
3D Point Cloud ClassificationShapeNetCore V2
Base Accuracy-
0
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