Motion Synthesis on KIT Motion-Language

Metric: Multimodality (higher is better)

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#	Model↕	Multimodality▼	Extra Data	Paper	Date↕	Code
1	GraphMotion	3.627	No	-	-	Code
2	TM2T	3.292	No	TM2T: Stochastic and Tokenized Modeling for the ...	2022-07-04	Code
3	GUESS	2.732	No	GUESS:GradUally Enriching SyntheSis for Text-Dri...	2024-01-04	Code
4	T2M-GPT (τ = 0)	2.309	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
5	AttT2M	2.281	No	AttT2M: Text-Driven Human Motion Generation with...	2023-09-02	Code
6	MLD	2.192	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code
7	DiverseMotion	2.062	No	DiverseMotion: Towards Diverse Human Motion Gene...	2023-09-04	-
8	T2M	2.052	No	-	-	Code
9	T2M-GPT (τ = 0.5)	1.912	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
10	MDM	1.907	No	Human Motion Diffusion Model	2022-09-29	Code
11	FineMoGen	1.877	No	FineMoGen: Fine-Grained Spatio-Temporal Motion G...	2023-12-22	Code
12	Motion Mamba	1.678	No	Motion Mamba: Efficient and Long Sequence Motion...	2024-03-12	Code
13	BAMM	1.609	No	BAMM: Bidirectional Autoregressive Motion Model	2024-03-28	Code
14	T2M-GPT (τ ∈ U[0, 1])	1.57	No	T2M-GPT: Generating Human Motion from Textual De...	2023-01-15	Code
15	Motion Anything	1.374	No	Motion Anything: Any to Motion Generation	2025-03-10	Code
16	EMDM	1.343	No	EMDM: Efficient Motion Diffusion Model for Fast ...	2023-12-04	Code
17	DisCoRD (+MoMask)	1.266	No	DisCoRD: Discrete Tokens to Continuous Motion vi...	2024-11-29	-
18	MotionPCM	1.254	No	MotionPCM: Real-Time Motion Synthesis with Phase...	2025-01-31	-
19	ParCo	1.245	No	ParCo: Part-Coordinating Text-to-Motion Synthesis	2024-03-27	Code
20	ReMoDiffuse	1.239	No	ReMoDiffuse: Retrieval-Augmented Motion Diffusio...	2023-04-03	Code
21	MMM (gt length)	1.232	No	MMM: Generative Masked Motion Model	2023-12-06	Code
22	BAD (OAAS)	1.17	No	BAD: Bidirectional Auto-regressive Diffusion for...	2024-09-17	Code
23	MoMask	1.131	No	MoMask: Generative Masked Modeling of 3D Human M...	2023-11-29	Code
24	MMM (predict length)	1.105	No	MMM: Generative Masked Motion Model	2023-12-06	Code
25	BiPO	1.098	No	BiPO: Bidirectional Partial Occlusion Network fo...	2024-11-28	-
26	Fg-T2M	1.019	No	Fg-T2M: Fine-Grained Text-Driven Human Motion Ge...	2023-09-12	-
27	MotionDiffuse	0.73	No	MotionDiffuse: Text-Driven Human Motion Generati...	2022-08-31	Code
28	TEMOS	0.532	No	Executing your Commands via Motion Diffusion in ...	2022-12-08	Code

#1GraphMotion
3.627
Multimodality
No paperCode
#2TM2TSOTA
3.292
Multimodality· 2022-07-04
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Code
#3GUESS
2.732
Multimodality· 2024-01-04
GUESS:GradUally Enriching SyntheSis for Text-Driven Human Motion Generation Code
#4T2M-GPT (τ = 0)
2.309
Multimodality· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#5AttT2M
2.281
Multimodality· 2023-09-02
AttT2M: Text-Driven Human Motion Generation with Multi-Perspective Attention Mechanism Code
#6MLD
2.192
Multimodality· 2022-12-08
Executing your Commands via Motion Diffusion in Latent Space Code
#7DiverseMotion
2.062
Multimodality· 2023-09-04
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
#8T2M
2.052
Multimodality
No paperCode
#9T2M-GPT (τ = 0.5)
1.912
Multimodality· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#10MDM
1.907
Multimodality· 2022-09-29
Human Motion Diffusion Model Code
#11FineMoGen
1.877
Multimodality· 2023-12-22
FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing Code
#12Motion Mamba
1.678
Multimodality· 2024-03-12
Motion Mamba: Efficient and Long Sequence Motion Generation Code
#13BAMM
1.609
Multimodality· 2024-03-28
BAMM: Bidirectional Autoregressive Motion Model Code
#14T2M-GPT (τ ∈ U[0, 1])
1.57
Multimodality· 2023-01-15
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Code
#15Motion Anything
1.374
Multimodality· 2025-03-10
Motion Anything: Any to Motion Generation Code
#16EMDM
1.343
Multimodality· 2023-12-04
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation Code
#17DisCoRD (+MoMask)
1.266
Multimodality· 2024-11-29
DisCoRD: Discrete Tokens to Continuous Motion via Rectified Flow Decoding
#18MotionPCM
1.254
Multimodality· 2025-01-31
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model
#19ParCo
1.245
Multimodality· 2024-03-27
ParCo: Part-Coordinating Text-to-Motion Synthesis Code
#20ReMoDiffuse
1.239
Multimodality· 2023-04-03
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model Code
#21MMM (gt length)
1.232
Multimodality· 2023-12-06
MMM: Generative Masked Motion Model Code
#22BAD (OAAS)
1.17
Multimodality· 2024-09-17
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation Code
#23MoMask
1.131
Multimodality· 2023-11-29
MoMask: Generative Masked Modeling of 3D Human Motions Code
#24MMM (predict length)
1.105
Multimodality· 2023-12-06
MMM: Generative Masked Motion Model Code
#25BiPO
1.098
Multimodality· 2024-11-28
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis
#26Fg-T2M
1.019
Multimodality· 2023-09-12
Fg-T2M: Fine-Grained Text-Driven Human Motion Generation via Diffusion Model
#27MotionDiffuse
0.73
Multimodality· 2022-08-31
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model Code
#28TEMOS
0.532
Multimodality· 2022-12-08
Executing your Commands via Motion Diffusion in Latent Space Code