10-shot image generation on HumanML3D

Metric: R Precision Top3 (higher is better)

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#	Model↕	R Precision Top3▼	Extra Data	Paper	Date↕	Code
1	MotionPCM	0.842	No	MotionPCM: Real-Time Motion Synthesis with Phase...	2025-01-31	-
2	Motion Anything	0.829	No	Motion Anything: Any to Motion Generation	2025-03-10	Code
3	BAMM	0.814	No	BAMM: Bidirectional Autoregressive Motion Model	2024-03-28	Code
4	BiPO	0.809	No	BiPO: Bidirectional Partial Occlusion Network fo...	2024-11-28	-
5	DisCoRD (+MoMask)	0.809	No	DisCoRD: Discrete Tokens to Continuous Motion vi...	2024-11-29	-
6	BAD (OAAS)	0.808	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
7	MoMask	0.807	No	MoMask: Generative Masked Modeling of 3D Human M...	2023-11-29	Code
8	MMM (gt length)	0.804	No	MMM: Generative Masked Motion Model	2023-12-06	Code
9	Free-T2M (StableMoFusion)	0.803	No	Free-T2M: Frequency Enhanced Text-to-Motion Diff...	2025-01-30	Code
10	DiverseMotion (s=2)	0.802	Yes	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
11	ParCo	0.801	No	ParCo: Part-Coordinating Text-to-Motion Synthesis	2024-03-27	Code
12	BAD (CBS)	0.8	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
13	MotionLCM (4-step)	0.798	No	MotionLCM: Real-time Controllable Motion Generat...	2024-04-30	Code
14	ReMoDiffuse	0.795	No	ReMoDiffuse: Retrieval-Augmented Motion Diffusio...	2023-04-03	Code
15	MMM (predict length)	0.794	No	MMM: Generative Masked Motion Model	2023-12-06	Code
16	Motion Mamba	0.792	No	Motion Mamba: Efficient and Long Sequence Motion...	2024-03-12	Code
17	MCM	0.788	No	MCM: Multi-condition Motion Synthesis Framework	2024-04-19	Code
18	GUESS	0.787	No	GUESS:GradUally Enriching SyntheSis for Text-Dri...	2024-01-04	Code
19	AttT2M	0.786	No	AttT2M: Text-Driven Human Motion Generation with...	2023-09-02	Code
20	EMDM	0.786	No	EMDM: Efficient Motion Diffusion Model for Fast ...	2023-12-04	Code
21	GraphMotion	0.785	No	-	-	Code
22	FineMoGen	0.784	No	FineMoGen: Fine-Grained Spatio-Temporal Motion G...	2023-12-22	Code
23	DiverseMotion (s=1)	0.783	Yes	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
24	Fg-T2M	0.783	No	Fg-T2M: Fine-Grained Text-Driven Human Motion Ge...	2023-09-12	-
25	MotionDiffuse	0.782	No	MotionDiffuse: Text-Driven Human Motion Generati...	2022-08-31	Code
26	T2M-GPT (τ = 0.5)	0.775	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
27	T2M-GPT (τ ∈ U[0, 1])	0.775	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
28	MLD	0.772	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
29	T2M	0.736	No	-	-	Code
30	Diffuion Motion	0.735	No	Diffusion Motion: Generate Text-Guided 3D Human ...	2022-10-22	-
31	TM2T	0.729	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
32	T2M-GPT (τ = 0)	0.685	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
33	MAA	0.676	No	Make-An-Animation: Large-Scale Text-conditional ...	2023-05-16	-
34	MDM	0.611	No	Human Motion Diffusion Model	2022-09-29	Code
35	Language2Pose	0.486	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
36	Text2Gesture	0.345	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code