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Toys4K

Benchmarks

Task NameDataset NameSOTA ResultTrend
Low-shot recognitionToys4K (test)
Accuracy84.13
72
3D GenerationToys4K
CLIP Score92.97
16
Mesh ReconstructionToys4K
Chamfer Distance0.033
16
Low-shot recognitionToys4k multi-object setting (test)
LSA60.49
15
Text-to-3DToys4k
CLIP Score29.3
14
Refining VFM-derived artifactsToys4k
mIoU44.6
13
Text-to-3D GenerationToys4K CL (Base)
CLIP Similarity29.6
12
3D Geometry SynthesisToys4K (test)
Throughput (iter/s)0.6426
12
Text-to-3D GenerationToys4K-CL Forgetting
CLIP Similarity17.36
10
Text-to-3D GenerationToys4K CL (All)
CLIP Similarity29.51
10
Text-to-3D GenerationToys4K CL (Novel)
CLIP Similarity29.86
10
Image-to-3DToys4k
FD (Inception)6.216
10
Multi-object Category Recognition (Categ-MObj)Toys4k multi-object setting
LSA60.49
10
Shape-conditioned 3D object generation (geometric primitives)Toys4K generalization (test)
CD4.89
9
Mesh GenerationToys4k (Artist Meshes)
Chamfer Distance (CD)0.038
7
Mesh ReconstructionToys4k Artist Meshes (test)
Chamfer Distance (CD)0.038
7
Low-shot object recognitionToys4k Inst-SObj
Accuracy96.5
6
Low-shot recognitionToys4k Categ-SObj 1.0 (test)
Accuracy79.69
6
Low-shot recognitionToys4k Inst-SObj 1.0 (test)
Accuracy96.5
6
Multi-object Category Recognition with Support Assignment (Categ-MObj-SuppAssign)Toys4k multi-object setting
LSA45.91
5
Camera Pose EstimationToys4k
ATE0.0255
3
Depth EstimationToys4k
Abs Rel0.0039
3
Text-to-3D generationToys4K
CLIP Score0.299
3
Low-Shot Mutual ExclusivityToys4k (test)
LSA0.477
3
Low-shot recognitionToys4k LSME variant
LSA47.7
3
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