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Text-to-motion generation on KIT-ML (test)

0.002FID

Real motion

Updated 12d ago

Evaluation Results

Method	Links
Real motion 2024.06		0.002	51.38	69.57	79.37	2.974	-	-	-
Real motion 2024.06		0.002	51.38	69.57	79.37	2.974	-	-	-
Ground Truth 2025.12		0.031	42.4	64.9	77.9	2.788	11.08	-	-
Real Motion 2025.12		0.031	42.4	64.9	77.9	2.788	11.08	-	-
Real 2025.12		0.031	42.4	64.9	77.9	2.788	11.08	-	-
Real Motions 2026.02		0.031	42.4	64.9	77.9	2.788	11.08	-	-
Real 2026.02		0.031	42.4	64.9	77.9	2.788	11.08	-	-
Real motion 2026.03		0.031	42.4	64.9	77.9	2.788	11.08	-	-
Real data 2026.03		0.031	42.4	64.9	77.9	2.788	11.08	-	-
Real Motion 2026.03		0.031	42.4	64.9	77.9	2.788	11.08	-	-
Real Motion 2026.04		0.031	42.4	64.9	77.9	2.788	11.08	-	-
PGR²M 2025.12		0.083	41.5	63.9	77.1	2.824	10.97	-	-
ReMoMask 2026.02		0.138	45.3	68.2	80.5	2.682	10.83	2.017	-
LaMP 2026.01		0.141	47.9	69.1	82.6	2.704	10.93	-	-
LAMP 2025.12		0.141	47.9	69.1	82.6	2.704	10.929	-	-
LAMP 2025.12		0.141	0.479	0.691	82.6	2.704	10.929	-	-
LaMP 2026.02		0.141	47.9	69.1	82.6	2.704	10.929	-	-
MoGenTS 2026.01		0.143	44.5	67.1	79.7	2.711	10.92	-	-
MoGenST 2025.12		0.143	0.445	0.671	79.7	2.711	10.918	-	-
MoGenTS 2026.02		0.143	44.5	67.1	79.7	2.711	10.918	-	-
MoTok 2026.03		0.144	42.7	64.2	76.2	2.856	10.92	-	1.325
ReMoDiffuse 2026.01		0.155	42.7	64.1	76.5	2.814	10.8	1.239	-
ReMoDiffuse 2025.12		0.155	42.7	64.1	76.5	2.814	10.8	-	-
ReMoDiffuse 2025.12		0.155	0.427	0.641	76.5	2.814	10.8	-	-
ReMoDiffuse 2026.02		0.155	42.7	64.1	76.5	2.814	10.8	1.239	-
ReMoDiffuse 2024.06		0.155	42.7	64.1	76.5	2.814	-	-	1.239
ReMoDiffuse 2024.06		0.155	42.7	64.1	76.5	2.814	-	-	1.239
ParTY 2026.03		0.155	44.9	68	80.4	2.694	11.21	-	1.166
ReMoDiff 2026.03		0.155	42.7	64.1	76.5	2.814	10.8	-	1.239
ReMoDiffuse 2026.03		0.155	42.7	64.1	76.5	2.814	10.8	-	1.239
ReMoDiffuse 2026.04		0.155	42.7	64.1	76.5	2.814	10.8	-	1.239
Light-T2M 2024.06		0.161	44.4	67	79.4	2.746	-	-	1.005
Light-T2M 2024.06		0.161	44.4	67	79.4	2.746	-	-	1.005
SegMo 2025.12		0.163	44.3	66.3	78.4	2.733	10.797	-	-
RAM 2026.01		0.172	46.4	68.4	80.3	2.653	11.15	1.01	-
MoScale 2026.04		0.173	44.2	67.1	79.1	2.717	10.972	-	0.944
FineMoGen 2026.01		0.178	43.2	64.9	77.2	2.869	10.85	1.877	-
FineMoGen 2025.12		0.178	43.2	64.9	77.2	2.869	10.85	-	1.877
LMR 2025.12		0.181	48.3	70.1	81.1	2.636	11.032	-	-
BAMM 2026.01		0.183	43.8	66.1	78.8	2.723	11.01	1.609	-
BAMM 2025.12		0.183	43.8	66.1	78.8	2.723	11.008	-	-
BAMM 2025.12		0.183	0.438	0.661	78.8	2.723	11.008	-	-
BAMM 2026.03		0.183	43.8	66.1	78.8	2.723	11.01	-	1.609
MoScale 2026.04		0.183	44.1	66.2	78.3	2.758	10.812	-	0.943
MoTok 2026.03		0.192	42.1	63.8	76	2.896	10.81	-	1.295
TCA-T2M 2026.02		0.198	42.8	65.5	78	2.76	10.83	-	1.123
MoMask 2026.01		0.204	43.3	65.6	78.1	2.779	-	1.131	-
MoMask 2025.12		0.204	43.3	65.6	78.1	2.779	-	-	-
MoMask 2025.12		0.204	43.3	65.6	78.1	2.779	-	-	-
MoMask 2025.12		0.204	0.433	0.656	78.1	2.779	-	-	-
MoMask 2026.02		0.204	43.3	65.6	78.1	2.779	-	1.131	-
MoRL 2026.02		0.204	43.9	66.1	79.3	2.777	10.882	1.991	-
MoMask 2024.06		0.204	43.3	65.6	78.1	2.779	-	-	1.131
MoMask 2024.06		0.204	43.3	65.6	78.1	2.779	-	-	1.131
MoMask 2026.03		0.204	43.3	65.6	78.1	2.779	-	-	1.131
MoMask 2026.03		0.204	43.3	65.6	78.1	2.779	-	-	1.131
MoMask 2026.04		0.204	43.3	65.6	78.1	2.779	-	-	1.131
MoTok 2026.03		0.211	42.3	63.3	75	3.048	11.31	-	1.154
BAD 2026.01		0.221	41.7	63.1	75	2.941	11	1.17	-
Momask* 2026.02		0.228	41.5	63.5	76.2	2.889	10.612	-	1.208
SiT 2026.02		0.242	38.7	61	74.9	-	-	-	-
CoMo 2025.12		0.254	38.7	60.3	73	3.046	10.73	-	-
LaMoGen 2026.03		0.254	42.4	65.7	78.2	2.821	11.09	-	0.979
StableMoFusion 2026.01		0.258	44.5	66	78.2	-	10.94	1.362	-
MDM 2026.02		0.284	44.2	65.5	77.3	2.755	11.27	-	-
Motion-R1 2025.12		0.287	0.431	0.638	76.1	3.196	10.875	-	-
Salad 2026.01		0.296	47.7	71.1	82.8	2.585	11.1	1.004	-
MoTok 2026.03		0.297	41.8	61.9	73.4	3.075	11.15	-	1.102
Light-RDM-1 2024.06		0.299	44.3	66.5	79.1	2.772	-	-	1.05
Light-RDM-1 2024.06		0.299	44.3	66.5	79.1	2.772	-	-	1.05
MotionMamba 2026.02		0.307	41.9	64.5	76.5	3.021	11.02	-	-
Mo.Mamba 2026.02		0.307	41.9	64.5	76.5	3.021	11.02	-	1.678
MotionMamba 2024.06		0.307	41.9	64.5	76.5	3.021	-	-	1.678
MotionMamba 2024.06		0.307	41.9	64.5	76.5	3.021	-	-	1.678
Mogo 2025.12		0.313	42	63.4	75.4	2.957	-	-	-
GraphMotion 2025.12		0.313	42.9	64.8	76.9	3.076	11.12	-	3.627
MMM 2026.01		0.316	40.4	62.1	74.4	2.977	10.91	1.232	-
MMM 2025.12		0.316	40.4	62.1	74.4	2.977	10.91	-	-
MMM 2025.12		0.316	0.404	0.621	74.4	2.977	10.91	-	-
MMM 2026.02		0.316	40.4	62.1	74.4	2.977	10.91	-	1.232
MMM 2026.03		0.316	40.4	62.1	74.4	2.977	10.91	-	1.232
MMM 2026.04		0.316	40.4	62.1	74.4	2.977	10.91	-	1.232
PGR²M 2025.12		0.328	42.4	63.9	75.7	2.875	10.99	-	1.376
CoMo 2026.02		0.332	42.2	63.8	76.5	2.873	10.95	-	-
CoMo 2025.12		0.332	42.2	63.8	76.5	2.873	10.95	-	1.249
CoMo 2025.12		0.332	42.2	63.8	76.5	2.873	10.95	-	-
CoMo 2026.02		0.332	42.2	63.8	76.5	2.873	10.95	-	1.249
CoMo 2026.03		0.332	42.2	63.8	76.5	2.873	10.95	-	1.249
Ours (S2, w/ IRMoGen) 2025.12		0.389	0.419	0.642	76.3	2.908	11.096	-	-
CoMo 2025.12		0.399	39.9	-	-	2.898	11.26	-	-
MLD 2026.01		0.404	39	60.9	73.4	3.204	10.8	2.192	-
MLD 2025.12		0.404	39	60.9	73.4	3.204	10.8	-	-
MLD 2025.12		0.404	39	60.9	73.4	3.204	10.8	-	2.192
MLD 2025.12		0.404	39	60.9	73.4	3.204	10.8	-	-
MLD 2025.12		0.404	0.39	0.609	73.4	3.204	10.8	-	-
MLD 2026.02		0.404	39	60.9	73.4	3.204	10.8	-	2.192
MLD 2024.06		0.404	39	60.9	73.4	3.204	-	-	2.192
MLD 2024.06		0.404	39	60.9	73.4	3.204	-	-	2.192
MLD 2026.04		0.404	39	60.9	73.4	3.204	10.8	-	2.192
LaMoGen 2026.03		0.415	42.1	64.9	77.5	3.165	11.3	-	1.028

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