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HumanML3D

Benchmarks

Task NameDataset NameSOTA ResultTrend
text-to-motion generationHumanML3D (test)
FID0
481
text-to-motion mappingHumanML3D (test)
FID0.002
283
Motion ControlHumanML3D (test)
Average Error0
65
Text-to-motion generationHumanML3D
R-Precision (Top 1)58.1
64
Text-driven Motion GenerationHumanML3D (test)
R-Precision@158.1
54
Text-to-Motion SynthesisHumanML3D
R-Precision (Top 1)78.6
43
Motion Sequence InterpolationHumanML3D
PSNR36.982
40
Motion-to-TextHumanML3D (test)
BLEU@4100
40
Motion completionHumanML3D (test)
MPJPE0
40
Text-to-Motion GenerationHumanML3D 19 (test)
FID0.0016
37
Motion-to-text retrievalHumanML3D (test)
R@176.73
33
text-to-motion generationHumanML3D 1 (test)
R-Precision (Top 1)0.517
32
Text-to-motion retrievalHumanML3D (test)
R@178.21
30
Motion DescriptionHumanML3D (test)
BLEU-169.9
27
Motion-to-text retrievalHumanML3D 1.0 (test)
R@168.64
24
Text-to-motion retrievalHumanML3D 1.0 (test)
R@168.58
24
Text-to-motion generationHumanML3D full dimension (test)
R-Precision Top 152.3
20
Text-to-Motion Generation (Kinematic Representation)HumanML3D Kinematic Representation (test)
R-Precision@10.603
19
Text-to-Motion GenerationHumanML3D (Retain Set)
FID0.064
17
Text-to-Motion GenerationHumanML3D (Forget Set)
FID0.44
17
Text-to-motion generationHumanML3D MARDM-67 evaluator (test)
FID0
16
Text-conditional Motion SynthesisHumanML3D 16 (test)
R-Precision Top-10.525
15
Text-conditional motion synthesisHumanML3D 12 (test)
R-Precision Top-151.5
15
Text-to-Motion RetrievalHumanML3D
Recall@384.1
14
Text-to-motionHumanML3D 10 (test)
R-Precision@177.8
12
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