Motion Synthesis on KIT Motion-Language

Metric: R Precision Top3 (higher is better)

LeaderboardDataset

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Results

#	Model↕	R Precision Top3▼	Extra Data	Paper	Date↕	Code
1	BiPO	0.803	No	BiPO: Bidirectional Partial Occlusion Network fo...	2024-11-28	-
2	Motion Anything	0.802	No	Motion Anything: Any to Motion Generation	2025-03-10	Code
3	Free-T2M (StableMoFusion)	0.789	No	Free-T2M: Frequency Enhanced Text-to-Motion Diff...	2025-01-30	Code
4	BAMM	0.788	No	BAMM: Bidirectional Autoregressive Motion Model	2024-03-28	Code
5	MotionPCM	0.787	No	MotionPCM: Real-Time Motion Synthesis with Phase...	2025-01-31	-
6	MoMask	0.781	No	MoMask: Generative Masked Modeling of 3D Human M...	2023-11-29	Code
7	EMDM	0.78	No	EMDM: Efficient Motion Diffusion Model for Fast ...	2023-12-04	Code
8	DisCoRD (+MoMask)	0.775	No	DisCoRD: Discrete Tokens to Continuous Motion vi...	2024-11-29	-
9	FineMoGen	0.772	No	FineMoGen: Fine-Grained Spatio-Temporal Motion G...	2023-12-22	Code
10	ParCo	0.772	No	ParCo: Part-Coordinating Text-to-Motion Synthesis	2024-03-27	Code
11	GraphMotion	0.769	No	-	-	Code
12	ReMoDiffuse	0.765	No	ReMoDiffuse: Retrieval-Augmented Motion Diffusio...	2023-04-03	Code
13	Motion Mamba	0.765	No	Motion Mamba: Efficient and Long Sequence Motion...	2024-03-12	Code
14	DiverseMotion	0.76	No	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
15	GUESS	0.751	No	GUESS:GradUally Enriching SyntheSis for Text-Dri...	2024-01-04	Code
16	AttT2M	0.751	No	AttT2M: Text-Driven Human Motion Generation with...	2023-09-02	Code
17	BAD (OAAS)	0.75	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
18	T2M-GPT (τ ∈ U[0, 1])	0.745	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
19	Fg-T2M	0.745	No	Fg-T2M: Fine-Grained Text-Driven Human Motion Ge...	2023-09-12	-
20	MMM (gt length)	0.744	No	MMM: Generative Masked Motion Model	2023-12-06	Code
21	MotionDiffuse	0.739	No	MotionDiffuse: Text-Driven Human Motion Generati...	2022-08-31	Code
22	T2M-GPT (τ = 0.5)	0.737	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
23	MLD	0.734	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
24	MMM (predict length)	0.718	No	MMM: Generative Masked Motion Model	2023-12-06	Code
25	T2M-GPT (τ = 0)	0.716	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
26	TEMOS	0.687	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
27	T2M	0.681	No	-	-	Code
28	TM2T	0.587	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
29	Language2Pose	0.483	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
30	MDM	0.396	No	Human Motion Diffusion Model	2022-09-29	Code
31	Text2Gesture	0.338	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code