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ABC

Benchmarks

Task NameDataset NameSOTA ResultTrend
Active touch explorationABC (test)
CD Ratio (5 actions)94.56
36
Point Cloud CompletionABC
CD1.87
21
Synthetic Image AttributionAbC Artchive Object
R@520.1
20
Synthetic Image AttributionAbC Artchive, GPT
R@525.9
20
Synthetic Image AttributionAbC ImageNet-Unseen Media
R@50.639
20
Synthetic Image AttributionAbC ImageNet-Unseen GPT
R@584.5
20
Synthetic Image AttributionAbC BAM-FG Object
R@531.4
20
Synthetic Image AttributionAbC BAM-FG GPT
R@520.3
20
Synthetic Image AttributionAbC ImageNet-Seen Media
R@50.374
20
Synthetic Image AttributionAbC ImageNet-Seen GPT
R@549.1
20
Structured shape completionABC multi
Chamfer Distance (CD)2.18
18
Surface ReconstructionABC (test)
F1 Score95.1
16
Point cloud completionABC-multi (100 random samples)
Total Params11.5
15
Compositional EvaluationABC-6K (test)
Accuracy0.8553
12
3D ReconstructionABC
Chamfer Distance1.406
12
Surface ReconstructionABC max
CDL20.113
10
Surface ReconstructionABC var
CDL20.096
10
3D curve estimationABC
CD0.0032
8
Point cloud to CAD conversionABC
Residual Error0.004
8
3D shape reconstructionABC dataset (test)
Chamfer Distance (CD)2.486
8
Patch SegmentationABC (test)
Precision100
7
Primitive Parameter RecoveryABC
NCprim97.6
7
Point Cloud CompletionABC Hard (-75% incompleteness)
Chamfer Distance2.43
7
Point Cloud CompletionABC Moderate (-50% incompleteness)
CD1.66
7
Point Cloud CompletionABC Simple (-25% incompleteness)
Chamfer Distance1.48
7
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