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Text-to-Motion on KIT-ML

82.6R@3

LaMP

Updated 4d ago

Evaluation Results

Method
LaMP 2026.02	82.6	47.9	69.1	0.141	10.929	-	2.704
ReMoMask 2026.02	80.5	45.3	68.2	0.138	10.83	2.017	2.682
MotionGPT3† 2026.02	80.3	45.6	68	0.227	11.026	0.904	2.704
MoGenTS 2026.02	79.7	44.5	67.1	0.143	10.918	-	2.711
BAMM 2026.02	78.8	43.8	66.1	0.183	11.008	1.609	2.723
MoMask 2026.02	78.1	43.3	65.6	0.204	-	1.131	2.779
IRMoGen (S3) 2025.12	78.1	44.5	68.1	0.432	11.115	-	2.74
Real motion 2026.02	77.9	42.4	64.9	0.031	11.08	-	2.788
Real Motion 2026.02	77.9	42.4	64.9	0.031	11.08	-	2.788
ReMoDiffuse 2026.02	76.5	42.7	64.1	0.155	6.371	1.239	2.814
MotionGPT2 2026.02	76.4	42.7	62.7	0.614	11.256	2.357	3.164
MotionGPT2 2026.02	76.4	42.7	62.7	0.614	11.256	2.357	3.164
IRMoGen (S2) 2025.12	76.3	41.9	64.2	0.389	11.096	-	2.908
Motion-R1 2025.12	76.1	43.1	63.8	0.287	10.875	-	3.196
DiverseMotion 2026.02	76	41.6	63.7	0.468	10.873	2.062	2.892
IRMoGen (S1) 2025.12	75.4	42.5	64	0.497	11.114	-	2.877
BAD 2026.02	75	41.7	63.1	0.221	11	1.17	2.941
MARDM 2026.02	74.9	38.7	61	0.242	-	1.312	3.374
MotionLLM 2025.12	74.6	41.6	63.7	0.56	11.209	-	3.001
T2M-GPT 2026.02	74.5	41.6	62.7	0.514	10.921	1.57	3.007
T2M-GPT 2025.12	74.5	41.6	62.7	0.514	10.921	-	3.007
MoTe 2026.02	74.1	41.9	62.7	0.256	-	2.615	3.216
DiMo 2026.02	74.1	40.6	62	0.206	10.892	1.69	2.983
MoTe 2026.02	74.1	41.9	62.7	0.256	-	2.615	3.216
DiMo w/o GRPO 2026.02	74.1	40.6	62	0.206	10.892	1.69	2.983
MotionDiffuse 2026.02	73.9	41.7	62.1	1.954	11.1	0.73	2.958
MLD 2026.02	73.4	39	60.9	0.404	10.8	2.192	3.204
MotionGPT-2 2025.12	69.9	36.4	58.1	1.063	10.603	-	3.424
MotionGPT 2026.02	68	36.6	55.8	0.51	10.35	2.328	3.527
MotionGPT 2026.02	68	36.6	55.8	0.51	10.35	2.328	3.527
MotionGPT 2025.12	68	36.6	55.8	0.51	10.35	-	3.527
TM2T 2026.02	58.7	28	46.3	3.599	9.473	3.292	4.591
MDM 2026.02	39.6	-	-	0.497	10.847	1.907	9.191