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SotA/Computer Code/Motion Synthesis/HumanML3D

Motion Synthesis on HumanML3D

Metric: Diversity (higher is better)

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#Model↕Diversity▼Extra DataPaperDate↕Code
1Diffuion Motion23.692NoDiffusion Motion: Generate Text-Guided 3D Human ...2022-10-22-
2Motion Mamba9.871NoMotion Mamba: Efficient and Long Sequence Motion...2024-03-12Code
3T2M-GPT (τ = 0)9.844NoT2M-GPT: Generating Human Motion from Textual De...2023-01-15Code
4GUESS9.826NoGUESS:GradUally Enriching SyntheSis for Text-Dri...2024-01-04Code
5T2M-GPT (τ = 0.5)9.761NoT2M-GPT: Generating Human Motion from Textual De...2023-01-15Code
6MLD9.724NoExecuting your Commands via Motion Diffusion in ...2022-12-08Code
7T2M-GPT (τ ∈ U[0, 1])9.722NoT2M-GPT: Generating Human Motion from Textual De...2023-01-15Code
8BAMM9.717NoBAMM: Bidirectional Autoregressive Motion Model2024-03-28Code
9AttT2M9.7NoAttT2M: Text-Driven Human Motion Generation with...2023-09-02Code
10BAD (OAAS)9.694NoBAD: Bidirectional Auto-regressive Diffusion for...2024-09-17Code
11GraphMotion9.692No--Code
12BAD (CBS)9.688NoBAD: Bidirectional Auto-regressive Diffusion for...2024-09-17Code
13DiverseMotion (s=2)9.683YesDiverseMotion: Towards Diverse Human Motion Gene...2023-09-04-
14MotionLCM (4-step)9.607NoMotionLCM: Real-time Controllable Motion Generat...2024-04-30Code
15MCM9.585NoMCM: Multi-condition Motion Synthesis Framework2024-04-19Code
16MMM (gt length)9.577NoMMM: Generative Masked Motion Model2023-12-06Code
17ParCo9.576NoParCo: Part-Coordinating Text-to-Motion Synthesis2024-03-27Code
18MotionPCM9.575NoMotionPCM: Real-Time Motion Synthesis with Phase...2025-01-31-
19MDM9.559NoHuman Motion Diffusion Model2022-09-29Code
20BiPO9.556NoBiPO: Bidirectional Partial Occlusion Network fo...2024-11-28-
21DiverseMotion (s=1)9.551YesDiverseMotion: Towards Diverse Human Motion Gene...2023-09-04-
22EMDM9.551NoEMDM: Efficient Motion Diffusion Model for Fast ...2023-12-04Code
23Motion Anything9.521NoMotion Anything: Any to Motion Generation2025-03-10Code
24TM2D (t2m)9.513NoTM2D: Bimodality Driven 3D Dance Generation via ...2023-04-05Code
25Free-T2M (StableMoFusion)9.48NoFree-T2M: Frequency Enhanced Text-to-Motion Diff...2025-01-30Code
26MMM (predict length)9.411NoMMM: Generative Masked Motion Model2023-12-06Code
27MotionDiffuse9.41NoMotionDiffuse: Text-Driven Human Motion Generati...2022-08-31Code
28Fg-T2M9.278NoFg-T2M: Fine-Grained Text-Driven Human Motion Ge...2023-09-12-
29FineMoGen9.263NoFineMoGen: Fine-Grained Spatio-Temporal Motion G...2023-12-22Code
30T2M9.175No--Code
31ReMoDiffuse9.018NoReMoDiffuse: Retrieval-Augmented Motion Diffusio...2023-04-03Code
32TM2T8.589NoTM2T: Stochastic and Tokenized Modeling for the ...2022-07-04Code
33MAA8.23NoMake-An-Animation: Large-Scale Text-conditional ...2023-05-16-
34Language2Pose7.676NoTM2T: Stochastic and Tokenized Modeling for the ...2022-07-04Code
35Text2Gesture6.409NoTM2T: Stochastic and Tokenized Modeling for the ...2022-07-04Code