Our new X account is live! Follow @wizwand_team for updates

Text-to-motion generation on HumanML3D 1 (test)

0.517R-Precision (Top 1)

TCA-T2M

Updated 4d ago

Evaluation Results

Method
TCA-T2M 2026.02	0.517	0.709	0.806	0.068	2.951	9.485	1.103
MG-MotionLLM 2026.02	0.516	0.706	0.802	0.303	2.952	9.96	2.125
PGR2M Recons. 2025.12	0.514	0.702	0.796	0.007	2.968	9.555	-
Real Motion 2025.12	0.511	0.703	0.797	0.002	2.974	9.503	-
Real 2026.02	0.511	0.703	0.797	0.002	2.974	9.503	-
Light-T2M 2026.02	0.511	0.699	0.795	0.04	3.002	-	1.67
GenM3 2026.02	0.511	0.705	0.804	0.046	2.852	9.675	-
CoMo Recons. 2025.12	0.508	0.697	0.792	0.041	3.003	9.563	-
Momask 2026.02	0.508	0.701	0.797	0.103	3.024	9.428	1.308
GraphMotion 2025.12	0.504	0.699	0.785	0.116	3.07	9.692	2.766
FineMoGen 2025.12	0.504	0.69	0.784	0.151	2.998	9.263	2.696
MMM 2026.02	0.504	0.696	0.794	0.08	2.998	9.411	1.164
CoMo 2025.12	0.502	0.692	0.79	0.262	3.032	9.936	1.013
MotionLCM 2026.02	0.502	0.698	0.798	0.304	3.012	9.607	2.259
Mo.Mamba 2026.02	0.502	0.693	0.792	0.281	3.06	9.871	2.294
CoMo 2026.02	0.502	0.692	0.79	0.262	3.032	9.936	1.013
MotionGPT 2025.12	0.492	0.681	0.778	0.232	3.096	9.528	2.008
T2M-GPT 2026.02	0.492	0.679	0.775	0.141	3.121	9.722	1.831
MotionGPT 2026.02	0.492	0.681	0.778	0.232	3.096	9.528	2.008
T2M-GPT 2025.12	0.491	0.68	0.775	0.116	3.118	9.761	1.831
Mo.Diffuse 2026.02	0.491	0.681	0.775	0.63	3.113	9.41	1.553
PGR2M (Base) 2025.12	0.489	0.681	0.779	0.308	3.07	9.904	0.98
PGR2M 2025.12	0.488	0.677	0.775	0.172	3.07	9.588	1.17
MLD 2025.12	0.481	0.673	0.772	0.473	3.196	9.724	1.533
MLD 2026.02	0.481	0.673	0.772	0.473	3.196	9.724	2.413
Guo et al. 2025.12	0.457	0.639	0.74	1.067	3.34	9.188	2.09
T2M 2026.02	0.455	0.636	0.736	1.087	3.347	9.175	2.219
TM2T 2025.12	0.424	0.618	0.729	1.501	3.467	8.589	2.424
TM2T 2026.02	0.424	0.618	0.729	1.501	3.467	9.92	2.424
MotionGPT 2026.02	0.364	0.533	0.629	0.805	3.914	9.972	2.473
MDM 2025.12	0.32	0.498	0.611	0.544	5.566	9.559	2.799
MDM 2026.02	0.32	0.498	0.611	0.544	5.566	9.559	2.799