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SOTA Text-to-motion generation benchmarks and papers with code | Wizwand
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Text-to-motion generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
HumanML3D (test)
Real
FID
0
331
4d ago
KIT-ML (test)
Ground Truth
FID
0.031
115
4d ago
HumanML3D 19 (test)
Ground Truth
FID
0.0016
37
4d ago
HumanML3D 1 (test)
TCA-T2M
R-Precision (Top 1)
0.517
32
4d ago
HumanML3D full dimension (test)
MARDM
R-Precision Top 1
52.3
20
4d ago
HumanML3D (Retain Set)
MoMask
FID
0.064
17
4d ago
HumanML3D (Forget Set)
DiP
FID
0.44
17
4d ago
HumanML3D MARDM-67 evaluator (test)
Real
FID
0
16
4d ago
KIT-ML 1.0 (test)
TCA-T2M
R-Precision Top 1
42.8
14
4d ago
KIT (test)
GraphMotion
R-Precision Top-1
42.9
14
4d ago
KIT-ML 52 (test)
ENERGYMOGEN
R-Precision Top-1
0.436
11
4d ago
KIT-ML 46 (test)
Motion Anything
R-Precision Top 1
44.9
9
4d ago
KIT-ML full dimension (test)
Ours-SiT
R-Precision@1
38.7
9
4d ago
SnapMoGen (test)
GT
R-Precision Top 1
0.94
8
4d ago
Mixamo 1 (test)
OMG
FID
1.164
8
4d ago
HumanML3D 2022 (test)
T2M-GPT
FID
0.116
8
4d ago
HumanML3D-X 1.0 (test)
Real
FID
0
7
4d ago
KeyframeFace (test)
Express4D-MDM
FID
0.0348
7
4d ago
Human Preference Study T2M (test)
GT
Human Preference Rate
74
7
4d ago
InterHuman (test)
Phys-GT
R-Precision (Top 1)
0.481
6
4d ago
MTT
ENERGYMOGEN
R@1
11.5
6
4d ago
3D-HiW (test)
MotionGPT
RP3
0.573
5
4d ago
deltaHumanML3D-X Instruction Noising 1.0 (test)
Real
FID
0
5
4d ago
deltaHumanML3D-X Instruction Rephrasing 1.0 (test)
Real
FID
0
5
4d ago
OmniZoo 1.0 (test)
Real
Diversity
1.412
5
4d ago
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