10-shot image generation on KIT Motion-Language

Metric: R Precision Top3 (higher is better)

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#	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

#1BiPOSOTA
0.803
R Precision Top3· 2024-11-28
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis
#2Motion Anything
0.802
R Precision Top3· 2025-03-10
Motion Anything: Any to Motion Generation Code
#3Free-T2M (StableMoFusion)
0.789
R Precision Top3· 2025-01-30
Free-T2M: Frequency Enhanced Text-to-Motion Diffusion Model With Consistency Loss Code
#4BAMMSOTA
0.788
R Precision Top3· 2024-03-28
BAMM: Bidirectional Autoregressive Motion Model Code
#5MotionPCM
0.787
R Precision Top3· 2025-01-31
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model
#6MoMaskSOTA
0.781
R Precision Top3· 2023-11-29
MoMask: Generative Masked Modeling of 3D Human Motions Code
#7EMDM
0.78
R Precision Top3· 2023-12-04
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation Code
#8DisCoRD (+MoMask)
0.775
R Precision Top3· 2024-11-29
DisCoRD: Discrete Tokens to Continuous Motion via Rectified Flow Decoding
#9FineMoGen
0.772
R Precision Top3· 2023-12-22
FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing Code
#10ParCo
0.772
R Precision Top3· 2024-03-27
ParCo: Part-Coordinating Text-to-Motion Synthesis Code
#11GraphMotion
0.769
R Precision Top3
No paperCode
#12ReMoDiffuseSOTA
0.765
R Precision Top3· 2023-04-03
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model Code
#13Motion Mamba
0.765
R Precision Top3· 2024-03-12
Motion Mamba: Efficient and Long Sequence Motion Generation Code
#14DiverseMotion
0.76
R Precision Top3· 2023-09-04
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
#15GUESS
0.751
R Precision Top3· 2024-01-04
GUESS:GradUally Enriching SyntheSis for Text-Driven Human Motion Generation Code
#16AttT2M
0.751
R Precision Top3· 2023-09-02
AttT2M: Text-Driven Human Motion Generation with Multi-Perspective Attention Mechanism Code
#17BAD (OAAS)
0.75
R Precision Top3· 2024-09-17
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation Code
#18T2M-GPT (τ ∈ U[0, 1])SOTA
0.745
R Precision Top3· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#19Fg-T2M
0.745
R Precision Top3· 2023-09-12
Fg-T2M: Fine-Grained Text-Driven Human Motion Generation via Diffusion Model
#20MMM (gt length)
0.744
R Precision Top3· 2023-12-06
MMM: Generative Masked Motion Model Code
#21MotionDiffuseSOTA
0.739
R Precision Top3· 2022-08-31
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model Code
#22T2M-GPT (τ = 0.5)
0.737
R Precision Top3· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#23MLD
0.734
R Precision Top3· 2022-12-08
Executing your Commands via Motion Diffusion in Latent Space Code
#24MMM (predict length)
0.718
R Precision Top3· 2023-12-06
MMM: Generative Masked Motion Model Code
#25T2M-GPT (τ = 0)
0.716
R Precision Top3· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#26TEMOS
0.687
R Precision Top3· 2022-12-08
Executing your Commands via Motion Diffusion in Latent Space Code
#27T2M
0.681
R Precision Top3
No paperCode
#28TM2TSOTA
0.587
R Precision Top3· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code
#29Language2Pose
0.483
R Precision Top3· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code
#30MDM
0.396
R Precision Top3· 2022-09-29
Human Motion Diffusion Model Code
#31Text2Gesture
0.338
R Precision Top3· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code