10-shot image generation on AIST++

Metric: Beat alignment score (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Beat alignment score▼	Extra Data	Paper	Date↕	Code
1	Motion Anything	0.2757	No	Motion Anything: Any to Motion Generation	2025-03-10	Code
2	EDGE (w=1)	0.27	No	EDGE: Editable Dance Generation From Music	2022-11-19	Code
3	EDGE (w=2)	0.26	No	EDGE: Editable Dance Generation From Music	2022-11-19	Code
4	MoFusion	0.253	No	MoFusion: A Framework for Denoising-Diffusion-ba...	2022-12-08	-
5	Lodge (DDPM)	0.24	No	Lodge: A Coarse to Fine Diffusion Network for Lo...	2024-03-15	Code
6	Bailando	0.233	No	Bailando: 3D Dance Generation by Actor-Critic GP...	2022-03-24	Code
7	UDE	0.2311	No	UDE: A Unified Driving Engine for Human Motion G...	2022-11-29	Code
8	AI Choreographer	0.221	No	AI Choreographer: Music Conditioned 3D Dance Gen...	2021-01-21	Code
9	TM2D (only motion data)	0.2127	No	TM2D: Bimodality Driven 3D Dance Generation via ...	2023-04-05	Code
10	TM2D	0.2049	No	TM2D: Bimodality Driven 3D Dance Generation via ...	2023-04-05	Code
11	Dance Revolution	0.195	No	Dance Revolution: Long-Term Dance Generation wit...	2020-06-11	-
12	DanceNet	0.143	No	Music2Dance: DanceNet for Music-driven Dance Gen...	2020-02-02	-

#1Motion AnythingSOTA
0.2757
Beat alignment score· 2025-03-10
Motion Anything: Any to Motion Generation Code
#2EDGE (w=1)SOTA
0.27
Beat alignment score· 2022-11-19
EDGE: Editable Dance Generation From Music Code
#3EDGE (w=2)
0.26
Beat alignment score· 2022-11-19
EDGE: Editable Dance Generation From Music Code
#4MoFusion
0.253
Beat alignment score· 2022-12-08
MoFusion: A Framework for Denoising-Diffusion-based Motion Synthesis
#5Lodge (DDPM)
0.24
Beat alignment score· 2024-03-15
Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives Code
#6BailandoSOTA
0.233
Beat alignment score· 2022-03-24
Bailando: 3D Dance Generation by Actor-Critic GPT with Choreographic Memory Code
#7UDE
0.2311
Beat alignment score· 2022-11-29
UDE: A Unified Driving Engine for Human Motion Generation Code
#8AI ChoreographerSOTA
0.221
Beat alignment score· 2021-01-21
AI Choreographer: Music Conditioned 3D Dance Generation with AIST++Code
#9TM2D (only motion data)
0.2127
Beat alignment score· 2023-04-05
TM2D: Bimodality Driven 3D Dance Generation via Music-Text Integration Code
#10TM2D
0.2049
Beat alignment score· 2023-04-05
TM2D: Bimodality Driven 3D Dance Generation via Music-Text Integration Code
#11Dance RevolutionSOTA
0.195
Beat alignment score· 2020-06-11
Dance Revolution: Long-Term Dance Generation with Music via Curriculum Learning
#12DanceNetSOTA
0.143
Beat alignment score· 2020-02-02
Music2Dance: DanceNet for Music-driven Dance Generation