Datasets › KIT Motion-Language

KIT Motion-Language

Introduced by Matthias Plappert et al. in The KIT Motion-Language Dataset archive 2025-07-28

The KIT Motion-Language is a dataset linking human motion and natural language.

Source: The KIT Motion-Language Dataset

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Motion Synthesis KIT Motion-Language Motion Anything FID 0.131 Motion Anything: Any to Motion Generation steve-zeyu-zhang/MotionAnything 31 Compare
Motion Captioning KIT Motion-Language MLP+GRU BLEU-4 25.4 Motion2Language, unsupervised learning of synchronized... rd20karim/M2T-Segmentation 3 Compare

Papers archive 2025-07-28

27 shown of 27 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 48. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Motion Anything: Any to Motion Generation 1 1 10 Mar 2025 not harvested
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model 0 1 31 Jan 2025 not harvested
Free-T2M: Frequency Enhanced Text-to-Motion Diffusion Model With Consistency Loss 1 1 30 Jan 2025 not harvested
DisCoRD: Discrete Tokens to Continuous Motion via Rectified Flow Decoding 0 1 29 Nov 2024 not harvested
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis 0 1 28 Nov 2024 not harvested
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation 1 1 17 Sep 2024 not harvested
BAMM: Bidirectional Autoregressive Motion Model 1 1 28 Mar 2024 not harvested
ParCo: Part-Coordinating Text-to-Motion Synthesis 1 1 27 Mar 2024 not harvested
Motion Mamba: Efficient and Long Sequence Motion Generation 1 1 12 Mar 2024 not harvested
GUESS:GradUally Enriching SyntheSis for Text-Driven Human Motion Generation 1 1 4 Jan 2024 not harvested
FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing 1 1 22 Dec 2023 ran 3 of 3 samples (0 unverified; 3 pointer-only for licence)
MMM: Generative Masked Motion Model 1 2 6 Dec 2023 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation 1 1 4 Dec 2023 ran 3 of 7 samples (4 unverified; 7 pointer-only for licence)
MoMask: Generative Masked Modeling of 3D Human Motions 1 1 29 Nov 2023 ran 8 of 11 samples (3 unverified)
Motion2Language, unsupervised learning of synchronized semantic motion segmentation 1 1 16 Oct 2023 not harvested
Guided Attention for Interpretable Motion Captioning 1 1 11 Oct 2023 not harvested
Act As You Wish: Fine-Grained Control of Motion Diffusion Model with Hierarchical Semantic Graphs 1 1 21 Sep 2023 not harvested
Fg-T2M: Fine-Grained Text-Driven Human Motion Generation via Diffusion Model 0 1 12 Sep 2023 not harvested
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion 0 1 4 Sep 2023 not harvested
AttT2M: Text-Driven Human Motion Generation with Multi-Perspective Attention Mechanism 1 1 2 Sep 2023 ran 1 of 1 samples (0 unverified)
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model 1 1 3 Apr 2023 not harvested
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations 1 3 15 Jan 2023 ran 5 of 7 samples (2 unverified)
Executing your Commands via Motion Diffusion in Latent Space 1 2 8 Dec 2022 ran 1 of 1 samples (0 unverified)
Human Motion Diffusion Model 1 1 29 Sep 2022 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model 2 1 31 Aug 2022 not harvested
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts 1 4 4 Jul 2022 ran 5 of 7 samples (2 unverified; 1 pointer-only for licence)
Generating Diverse and Natural 3D Human Motions From Text 1 1 1 Jan 2022 not harvested

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • KIT Motion-Language

1 variant name, as the archive lists them.

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