Motion Synthesis on KIT Motion-Language

Metric: Multimodality (higher is better)

LeaderboardDataset

Loading chart...

Results

#	Model↕	Multimodality▼	Extra Data	Paper	Date↕	Code
1	GraphMotion	3.627	No	-	-	Code
2	TM2T	3.292	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
3	GUESS	2.732	No	GUESS:GradUally Enriching SyntheSis for Text-Dri...	2024-01-04	Code
4	T2M-GPT (τ = 0)	2.309	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
5	AttT2M	2.281	No	AttT2M: Text-Driven Human Motion Generation with...	2023-09-02	Code
6	MLD	2.192	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
7	DiverseMotion	2.062	No	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
8	T2M	2.052	No	-	-	Code
9	T2M-GPT (τ = 0.5)	1.912	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
10	MDM	1.907	No	Human Motion Diffusion Model	2022-09-29	Code
11	FineMoGen	1.877	No	FineMoGen: Fine-Grained Spatio-Temporal Motion G...	2023-12-22	Code
12	Motion Mamba	1.678	No	Motion Mamba: Efficient and Long Sequence Motion...	2024-03-12	Code
13	BAMM	1.609	No	BAMM: Bidirectional Autoregressive Motion Model	2024-03-28	Code
14	T2M-GPT (τ ∈ U[0, 1])	1.57	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
15	Motion Anything	1.374	No	Motion Anything: Any to Motion Generation	2025-03-10	Code
16	EMDM	1.343	No	EMDM: Efficient Motion Diffusion Model for Fast ...	2023-12-04	Code
17	DisCoRD (+MoMask)	1.266	No	DisCoRD: Discrete Tokens to Continuous Motion vi...	2024-11-29	-
18	MotionPCM	1.254	No	MotionPCM: Real-Time Motion Synthesis with Phase...	2025-01-31	-
19	ParCo	1.245	No	ParCo: Part-Coordinating Text-to-Motion Synthesis	2024-03-27	Code
20	ReMoDiffuse	1.239	No	ReMoDiffuse: Retrieval-Augmented Motion Diffusio...	2023-04-03	Code
21	MMM (gt length)	1.232	No	MMM: Generative Masked Motion Model	2023-12-06	Code
22	BAD (OAAS)	1.17	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
23	MoMask	1.131	No	MoMask: Generative Masked Modeling of 3D Human M...	2023-11-29	Code
24	MMM (predict length)	1.105	No	MMM: Generative Masked Motion Model	2023-12-06	Code
25	BiPO	1.098	No	BiPO: Bidirectional Partial Occlusion Network fo...	2024-11-28	-
26	Fg-T2M	1.019	No	Fg-T2M: Fine-Grained Text-Driven Human Motion Ge...	2023-09-12	-
27	MotionDiffuse	0.73	No	MotionDiffuse: Text-Driven Human Motion Generati...	2022-08-31	Code
28	TEMOS	0.532	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code