10-shot image generation on KIT Motion-Language

Metric: FID (lower is better)

LeaderboardDataset

Loading chart...

Results

#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	Motion Anything	0.131	No	Motion Anything: Any to Motion Generation	2025-03-10	Code
2	Free-T2M (StableMoFusion)	0.155	No	Free-T2M: Frequency Enhanced Text-to-Motion Diff...	2025-01-30	Code
3	ReMoDiffuse	0.155	No	ReMoDiffuse: Retrieval-Augmented Motion Diffusio...	2023-04-03	Code
4	BiPO	0.164	No	BiPO: Bidirectional Partial Occlusion Network fo...	2024-11-28	-
5	DisCoRD (+MoMask)	0.169	No	DisCoRD: Discrete Tokens to Continuous Motion vi...	2024-11-29	-
6	FineMoGen	0.178	No	FineMoGen: Fine-Grained Spatio-Temporal Motion G...	2023-12-22	Code
7	BAMM	0.183	No	BAMM: Bidirectional Autoregressive Motion Model	2024-03-28	Code
8	MoMask	0.204	No	MoMask: Generative Masked Modeling of 3D Human M...	2023-11-29	Code
9	BAD (OAAS)	0.221	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
10	EMDM	0.261	No	EMDM: Efficient Motion Diffusion Model for Fast ...	2023-12-04	Code
11	MotionPCM	0.294	No	MotionPCM: Real-Time Motion Synthesis with Phase...	2025-01-31	-
12	Motion Mamba	0.307	No	Motion Mamba: Efficient and Long Sequence Motion...	2024-03-12	Code
13	GraphMotion	0.313	No	-	-	Code
14	MMM (gt length)	0.316	No	MMM: Generative Masked Motion Model	2023-12-06	Code
15	GUESS	0.371	No	GUESS:GradUally Enriching SyntheSis for Text-Dri...	2024-01-04	Code
16	MLD	0.404	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
17	MMM (predict length)	0.429	No	MMM: Generative Masked Motion Model	2023-12-06	Code
18	ParCo	0.453	No	ParCo: Part-Coordinating Text-to-Motion Synthesis	2024-03-27	Code
19	DiverseMotion	0.468	No	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
20	MDM	0.497	No	Human Motion Diffusion Model	2022-09-29	Code
21	T2M-GPT (τ ∈ U[0, 1])	0.514	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
22	Fg-T2M	0.571	No	Fg-T2M: Fine-Grained Text-Driven Human Motion Ge...	2023-09-12	-
23	T2M-GPT (τ = 0.5)	0.717	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
24	T2M-GPT (τ = 0)	0.737	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
25	AttT2M	0.87	No	AttT2M: Text-Driven Human Motion Generation with...	2023-09-02	Code
26	MotionDiffuse	1.954	No	MotionDiffuse: Text-Driven Human Motion Generati...	2022-08-31	Code
27	T2M	3.022	No	-	-	Code
28	TM2T	3.599	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
29	TEMOS	3.717	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
30	Language2Pose	6.545	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
31	Text2Gesture	12.12	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code