10-shot image generation on KIT Motion-Language

Metric: Diversity (higher is better)

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#	Model↕	Diversity▼	Extra Data	Paper	Date↕	Code
1	T2M-GPT (τ = 0)	11.198	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
2	GraphMotion	11.12	No	-	-	Code
3	MotionDiffuse	11.1	No	MotionDiffuse: Text-Driven Human Motion Generati...	2022-08-31	Code
4	Motion Mamba	11.02	No	Motion Mamba: Efficient and Long Sequence Motion...	2024-03-12	Code
5	BAMM	11.008	No	BAMM: Bidirectional Autoregressive Motion Model	2024-03-28	Code
6	BAD (OAAS)	11	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
7	EMDM	10.96	No	EMDM: Efficient Motion Diffusion Model for Fast ...	2023-12-04	Code
8	AttT2M	10.96	No	AttT2M: Text-Driven Human Motion Generation with...	2023-09-02	Code
9	ParCo	10.95	No	ParCo: Part-Coordinating Text-to-Motion Synthesis	2024-03-27	Code
10	Motion Anything	10.94	No	Motion Anything: Any to Motion Generation	2025-03-10	Code
11	GUESS	10.933	No	GUESS:GradUally Enriching SyntheSis for Text-Dri...	2024-01-04	Code
12	Fg-T2M	10.93	No	Fg-T2M: Fine-Grained Text-Driven Human Motion Ge...	2023-09-12	-
13	T2M-GPT (τ ∈ U[0, 1])	10.921	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
14	MMM (gt length)	10.91	No	MMM: Generative Masked Motion Model	2023-12-06	Code
15	Free-T2M (StableMoFusion)	10.902	No	Free-T2M: Frequency Enhanced Text-to-Motion Diff...	2025-01-30	Code
16	DiverseMotion	10.873	No	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
17	T2M-GPT (τ = 0.5)	10.862	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
18	FineMoGen	10.85	No	FineMoGen: Fine-Grained Spatio-Temporal Motion G...	2023-12-22	Code
19	MDM	10.847	No	Human Motion Diffusion Model	2022-09-29	Code
20	TEMOS	10.84	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
21	BiPO	10.833	No	BiPO: Bidirectional Partial Occlusion Network fo...	2024-11-28	-
22	MotionPCM	10.827	No	MotionPCM: Real-Time Motion Synthesis with Phase...	2025-01-31	-
23	ReMoDiffuse	10.8	No	ReMoDiffuse: Retrieval-Augmented Motion Diffusio...	2023-04-03	Code
24	MLD	10.8	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
25	T2M	10.72	No	-	-	Code
26	MMM (predict length)	10.633	No	MMM: Generative Masked Motion Model	2023-12-06	Code
27	TM2T	9.473	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
28	Text2Gesture	9.334	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
29	Language2Pose	9.073	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code

#1T2M-GPT (τ = 0)SOTA
11.198
Diversity· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#2GraphMotion
11.12
Diversity
No paperCode
#3MotionDiffuseSOTA
11.1
Diversity· 2022-08-31
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model Code
#4Motion Mamba
11.02
Diversity· 2024-03-12
Motion Mamba: Efficient and Long Sequence Motion Generation Code
#5BAMM
11.008
Diversity· 2024-03-28
BAMM: Bidirectional Autoregressive Motion Model Code
#6BAD (OAAS)
11
Diversity· 2024-09-17
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation Code
#7EMDM
10.96
Diversity· 2023-12-04
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation Code
#8AttT2M
10.96
Diversity· 2023-09-02
AttT2M: Text-Driven Human Motion Generation with Multi-Perspective Attention Mechanism Code
#9ParCo
10.95
Diversity· 2024-03-27
ParCo: Part-Coordinating Text-to-Motion Synthesis Code
#10Motion Anything
10.94
Diversity· 2025-03-10
Motion Anything: Any to Motion Generation Code
#11GUESS
10.933
Diversity· 2024-01-04
GUESS:GradUally Enriching SyntheSis for Text-Driven Human Motion Generation Code
#12Fg-T2M
10.93
Diversity· 2023-09-12
Fg-T2M: Fine-Grained Text-Driven Human Motion Generation via Diffusion Model
#13T2M-GPT (τ ∈ U[0, 1])
10.921
Diversity· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#14MMM (gt length)
10.91
Diversity· 2023-12-06
MMM: Generative Masked Motion Model Code
#15Free-T2M (StableMoFusion)
10.902
Diversity· 2025-01-30
Free-T2M: Frequency Enhanced Text-to-Motion Diffusion Model With Consistency Loss Code
#16DiverseMotion
10.873
Diversity· 2023-09-04
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
#17T2M-GPT (τ = 0.5)
10.862
Diversity· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#18FineMoGen
10.85
Diversity· 2023-12-22
FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing Code
#19MDM
10.847
Diversity· 2022-09-29
Human Motion Diffusion Model Code
#20TEMOS
10.84
Diversity· 2022-12-08
Executing your Commands via Motion Diffusion in Latent Space Code
#21BiPO
10.833
Diversity· 2024-11-28
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis
#22MotionPCM
10.827
Diversity· 2025-01-31
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model
#23ReMoDiffuse
10.8
Diversity· 2023-04-03
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model Code
#24MLD
10.8
Diversity· 2022-12-08
Executing your Commands via Motion Diffusion in Latent Space Code
#25T2M
10.72
Diversity
No paperCode
#26MMM (predict length)
10.633
Diversity· 2023-12-06
MMM: Generative Masked Motion Model Code
#27TM2TSOTA
9.473
Diversity· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code
#28Text2Gesture
9.334
Diversity· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code
#29Language2Pose
9.073
Diversity· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code