10-shot image generation on HumanML3D

Metric: Multimodality (higher is better)

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#	Model↕	Multimodality▼	Extra Data	Paper	Date↕	Code
1	TM2D (t2m)	4.139	No	TM2D: Bimodality Driven 3D Dance Generation via ...	2023-04-05	Code
2	T2M-GPT (τ = 0)	3.285	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
3	MDM	2.799	No	Human Motion Diffusion Model	2022-09-29	Code
4	GraphMotion	2.766	No	-	-	Code
5	Motion Anything	2.705	No	Motion Anything: Any to Motion Generation	2025-03-10	Code
6	FineMoGen	2.696	No	FineMoGen: Fine-Grained Spatio-Temporal Motion G...	2023-12-22	Code
7	AttT2M	2.452	No	AttT2M: Text-Driven Human Motion Generation with...	2023-09-02	Code
8	GUESS	2.43	No	GUESS:GradUally Enriching SyntheSis for Text-Dri...	2024-01-04	Code
9	TM2T	2.424	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
10	MLD	2.413	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
11	Motion Mamba	2.294	No	Motion Mamba: Efficient and Long Sequence Motion...	2024-03-12	Code
12	MotionLCM (4-step)	2.259	No	MotionLCM: Real-time Controllable Motion Generat...	2024-04-30	Code
13	T2M	2.219	No	-	-	Code
14	DiverseMotion (s=1)	2.062	Yes	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
15	DiverseMotion (s=2)	1.869	Yes	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
16	T2M-GPT (τ = 0.5)	1.856	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
17	T2M-GPT (τ ∈ U[0, 1])	1.831	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
18	ReMoDiffuse	1.795	No	ReMoDiffuse: Retrieval-Augmented Motion Diffusio...	2023-04-03	Code
19	MotionPCM	1.714	No	MotionPCM: Real-Time Motion Synthesis with Phase...	2025-01-31	-
20	BAMM	1.687	No	BAMM: Bidirectional Autoregressive Motion Model	2024-03-28	Code
21	EMDM	1.641	No	EMDM: Efficient Motion Diffusion Model for Fast ...	2023-12-04	Code
22	Fg-T2M	1.614	No	Fg-T2M: Fine-Grained Text-Driven Human Motion Ge...	2023-09-12	-
23	MotionDiffuse	1.553	No	MotionDiffuse: Text-Driven Human Motion Generati...	2022-08-31	Code
24	ParCo	1.382	No	ParCo: Part-Coordinating Text-to-Motion Synthesis	2024-03-27	Code
25	BiPO	1.374	No	BiPO: Bidirectional Partial Occlusion Network fo...	2024-11-28	-
26	DisCoRD (+MoMask)	1.288	No	DisCoRD: Discrete Tokens to Continuous Motion vi...	2024-11-29	-
27	MoMask	1.241	No	MoMask: Generative Masked Modeling of 3D Human M...	2023-11-29	Code
28	MMM (gt length)	1.226	No	MMM: Generative Masked Motion Model	2023-12-06	Code
29	BAD (OAAS)	1.194	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
30	MMM (predict length)	1.164	No	MMM: Generative Masked Motion Model	2023-12-06	Code
31	BAD (CBS)	1.119	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
32	MCM	0.8104	No	MCM: Multi-condition Motion Synthesis Framework	2024-04-19	Code

#1TM2D (t2m)SOTA
4.139
Multimodality· 2023-04-05
TM2D: Bimodality Driven 3D Dance Generation via Music-Text Integration Code
#2T2M-GPT (τ = 0)SOTA
3.285
Multimodality· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#3MDMSOTA
2.799
Multimodality· 2022-09-29
Human Motion Diffusion Model Code
#4GraphMotion
2.766
Multimodality
No paperCode
#5Motion Anything
2.705
Multimodality· 2025-03-10
Motion Anything: Any to Motion Generation Code
#6FineMoGen
2.696
Multimodality· 2023-12-22
FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing Code
#7AttT2M
2.452
Multimodality· 2023-09-02
AttT2M: Text-Driven Human Motion Generation with Multi-Perspective Attention Mechanism Code
#8GUESS
2.43
Multimodality· 2024-01-04
GUESS:GradUally Enriching SyntheSis for Text-Driven Human Motion Generation Code
#9TM2TSOTA
2.424
Multimodality· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code
#10MLD
2.413
Multimodality· 2022-12-08
Executing your Commands via Motion Diffusion in Latent Space Code
#11Motion Mamba
2.294
Multimodality· 2024-03-12
Motion Mamba: Efficient and Long Sequence Motion Generation Code
#12MotionLCM (4-step)
2.259
Multimodality· 2024-04-30
MotionLCM: Real-time Controllable Motion Generation via Latent Consistency Model Code
#13T2M
2.219
Multimodality
No paperCode
#14DiverseMotion (s=1)
2.062
Multimodality· Extra Data· 2023-09-04
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
#15DiverseMotion (s=2)
1.869
Multimodality· Extra Data· 2023-09-04
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
#16T2M-GPT (τ = 0.5)
1.856
Multimodality· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#17T2M-GPT (τ ∈ U[0, 1])
1.831
Multimodality· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#18ReMoDiffuse
1.795
Multimodality· 2023-04-03
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model Code
#19MotionPCM
1.714
Multimodality· 2025-01-31
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model
#20BAMM
1.687
Multimodality· 2024-03-28
BAMM: Bidirectional Autoregressive Motion Model Code
#21EMDM
1.641
Multimodality· 2023-12-04
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation Code
#22Fg-T2M
1.614
Multimodality· 2023-09-12
Fg-T2M: Fine-Grained Text-Driven Human Motion Generation via Diffusion Model
#23MotionDiffuse
1.553
Multimodality· 2022-08-31
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model Code
#24ParCo
1.382
Multimodality· 2024-03-27
ParCo: Part-Coordinating Text-to-Motion Synthesis Code
#25BiPO
1.374
Multimodality· 2024-11-28
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis
#26DisCoRD (+MoMask)
1.288
Multimodality· 2024-11-29
DisCoRD: Discrete Tokens to Continuous Motion via Rectified Flow Decoding
#27MoMask
1.241
Multimodality· 2023-11-29
MoMask: Generative Masked Modeling of 3D Human Motions Code
#28MMM (gt length)
1.226
Multimodality· 2023-12-06
MMM: Generative Masked Motion Model Code
#29BAD (OAAS)
1.194
Multimodality· 2024-09-17
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation Code
#30MMM (predict length)
1.164
Multimodality· 2023-12-06
MMM: Generative Masked Motion Model Code
#31BAD (CBS)
1.119
Multimodality· 2024-09-17
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation Code
#32MCM
0.8104
Multimodality· 2024-04-19
MCM: Multi-condition Motion Synthesis Framework Code