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SotA/Computer Code/Motion Synthesis/KIT Motion-Language

Motion Synthesis on KIT Motion-Language

Metric: Diversity (higher is better)

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#Model↕Diversity▼Extra DataPaperDate↕Code
1T2M-GPT (τ = 0)11.198NoT2M-GPT: Generating Human Motion from Textual De...2023-01-15Code
2GraphMotion11.12No--Code
3MotionDiffuse11.1NoMotionDiffuse: Text-Driven Human Motion Generati...2022-08-31Code
4Motion Mamba11.02NoMotion Mamba: Efficient and Long Sequence Motion...2024-03-12Code
5BAMM11.008NoBAMM: Bidirectional Autoregressive Motion Model2024-03-28Code
6BAD (OAAS)11NoBAD: Bidirectional Auto-regressive Diffusion for...2024-09-17Code
7EMDM10.96NoEMDM: Efficient Motion Diffusion Model for Fast ...2023-12-04Code
8AttT2M10.96NoAttT2M: Text-Driven Human Motion Generation with...2023-09-02Code
9ParCo10.95NoParCo: Part-Coordinating Text-to-Motion Synthesis2024-03-27Code
10Motion Anything10.94NoMotion Anything: Any to Motion Generation2025-03-10Code
11GUESS10.933NoGUESS:GradUally Enriching SyntheSis for Text-Dri...2024-01-04Code
12Fg-T2M10.93NoFg-T2M: Fine-Grained Text-Driven Human Motion Ge...2023-09-12-
13T2M-GPT (τ ∈ U[0, 1])10.921NoT2M-GPT: Generating Human Motion from Textual De...2023-01-15Code
14MMM (gt length)10.91NoMMM: Generative Masked Motion Model2023-12-06Code
15Free-T2M (StableMoFusion)10.902NoFree-T2M: Frequency Enhanced Text-to-Motion Diff...2025-01-30Code
16DiverseMotion10.873NoDiverseMotion: Towards Diverse Human Motion Gene...2023-09-04-
17T2M-GPT (τ = 0.5)10.862NoT2M-GPT: Generating Human Motion from Textual De...2023-01-15Code
18FineMoGen10.85NoFineMoGen: Fine-Grained Spatio-Temporal Motion G...2023-12-22Code
19MDM10.847NoHuman Motion Diffusion Model2022-09-29Code
20TEMOS10.84NoExecuting your Commands via Motion Diffusion in ...2022-12-08Code
21BiPO10.833NoBiPO: Bidirectional Partial Occlusion Network fo...2024-11-28-
22MotionPCM10.827NoMotionPCM: Real-Time Motion Synthesis with Phase...2025-01-31-
23ReMoDiffuse10.8NoReMoDiffuse: Retrieval-Augmented Motion Diffusio...2023-04-03Code
24MLD10.8NoExecuting your Commands via Motion Diffusion in ...2022-12-08Code
25T2M10.72No--Code
26MMM (predict length)10.633NoMMM: Generative Masked Motion Model2023-12-06Code
27TM2T9.473NoTM2T: Stochastic and Tokenized Modeling for the ...2022-07-04Code
28Text2Gesture9.334NoTM2T: Stochastic and Tokenized Modeling for the ...2022-07-04Code
29Language2Pose9.073NoTM2T: Stochastic and Tokenized Modeling for the ...2022-07-04Code