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

#1MotionPCMSOTA
0.842
R Precision Top3· 2025-01-31
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model
#2Motion Anything
0.829
R Precision Top3· 2025-03-10
Motion Anything: Any to Motion Generation Code
#3BAMMSOTA
0.814
R Precision Top3· 2024-03-28
BAMM: Bidirectional Autoregressive Motion Model Code
#4BiPO
0.809
R Precision Top3· 2024-11-28
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis
#5DisCoRD (+MoMask)
0.809
R Precision Top3· 2024-11-29
DisCoRD: Discrete Tokens to Continuous Motion via Rectified Flow Decoding
#6BAD (OAAS)
0.808
R Precision Top3· 2024-09-17
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation Code
#7MoMaskSOTA
0.807
R Precision Top3· 2023-11-29
MoMask: Generative Masked Modeling of 3D Human Motions Code
#8MMM (gt length)
0.804
R Precision Top3· 2023-12-06
MMM: Generative Masked Motion Model Code
#9Free-T2M (StableMoFusion)
0.803
R Precision Top3· 2025-01-30
Free-T2M: Frequency Enhanced Text-to-Motion Diffusion Model With Consistency Loss Code
#10DiverseMotion (s=2)SOTA
0.802
R Precision Top3· Extra Data· 2023-09-04
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
#11ParCo
0.801
R Precision Top3· 2024-03-27
ParCo: Part-Coordinating Text-to-Motion Synthesis Code
#12BAD (CBS)
0.8
R Precision Top3· 2024-09-17
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation Code
#13MotionLCM (4-step)
0.798
R Precision Top3· 2024-04-30
MotionLCM: Real-time Controllable Motion Generation via Latent Consistency Model Code
#14ReMoDiffuseSOTA
0.795
R Precision Top3· 2023-04-03
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model Code
#15MMM (predict length)
0.794
R Precision Top3· 2023-12-06
MMM: Generative Masked Motion Model Code
#16Motion Mamba
0.792
R Precision Top3· 2024-03-12
Motion Mamba: Efficient and Long Sequence Motion Generation Code
#17MCM
0.788
R Precision Top3· 2024-04-19
MCM: Multi-condition Motion Synthesis Framework Code
#18GUESS
0.787
R Precision Top3· 2024-01-04
GUESS:GradUally Enriching SyntheSis for Text-Driven Human Motion Generation Code
#19AttT2M
0.786
R Precision Top3· 2023-09-02
AttT2M: Text-Driven Human Motion Generation with Multi-Perspective Attention Mechanism Code
#20EMDM
0.786
R Precision Top3· 2023-12-04
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation Code
#21GraphMotion
0.785
R Precision Top3
No paperCode
#22FineMoGen
0.784
R Precision Top3· 2023-12-22
FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing Code
#23DiverseMotion (s=1)
0.783
R Precision Top3· Extra Data· 2023-09-04
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
#24Fg-T2M
0.783
R Precision Top3· 2023-09-12
Fg-T2M: Fine-Grained Text-Driven Human Motion Generation via Diffusion Model
#25MotionDiffuseSOTA
0.782
R Precision Top3· 2022-08-31
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model Code
#26T2M-GPT (τ = 0.5)
0.775
R Precision Top3· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#27T2M-GPT (τ ∈ U[0, 1])
0.775
R Precision Top3· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#28MLD
0.772
R Precision Top3· 2022-12-08
Executing your Commands via Motion Diffusion in Latent Space Code
#29T2M
0.736
R Precision Top3
No paperCode
#30Diffuion Motion
0.735
R Precision Top3· 2022-10-22
Diffusion Motion: Generate Text-Guided 3D Human Motion by Diffusion Model
#31TM2TSOTA
0.729
R Precision Top3· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code
#32T2M-GPT (τ = 0)
0.685
R Precision Top3· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#33MAA
0.676
R Precision Top3· 2023-05-16
Make-An-Animation: Large-Scale Text-conditional 3D Human Motion Generation
#34MDM
0.611
R Precision Top3· 2022-09-29
Human Motion Diffusion Model Code
#35Language2Pose
0.486
R Precision Top3· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code
#36Text2Gesture
0.345
R Precision Top3· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code