Awesome-Motion-Diffusion-Models

We collect existing papers on human motion diffusion models published in prominent conferences and journals.

This paper list will be continuously updated.

Table of Contents

• Datasets
• Survey
• Papers
  • 2024
  • 2023
  • 2022
• Other Resources

Datasets

Text to Motion

• Generating Diverse and Natural 3D Human Motions from Text (CVPR 2022) [project] [paper] [code]

• BABEL: Bodies, Action and Behavior with English Labels (CVPR 2021) [project] [paper] [code]

• The KIT Motion-Language Dataset (Big Data 2016) [project] [paper]

Audio to Motion

• AI Choreographer: Music Conditioned 3D Dance Generation with AIST++ (ICCV 2021) [project] [paper] [code]

Survey

• Human Motion Generation: A Survey [paper]

Papers

2024

ECCV

• Motion Mamba: Efficient and Long Sequence Motion Generation [project] [paper] [code]
• BAMM: Bidirectional Autoregressive Motion Model [project] [paper] [code]
• ParCo: Part-Coordinating Text-to-Motion Synthesis [paper] [code]

TPAMI

• MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model [project] [paper] [code]

CVPR

• MoMask: Generative Masked Modeling of 3D Human Motions [project] [paper] [code]
• MMM: Generative Masked Motion Model [project] [paper] [code]
• FaceTalk: Audio-Driven Motion Diffusion for Neural Parametric Head Models [project] [paper] [code]
• AAMDM: Accelerated Auto-regressive Motion Diffusion Mode [paper]
• FlowMDM: Seamless Human Motion Composition with Blended Positional Encodings [project] [paper] [code]
• OMG: Towards Open-vocabulary Motion Generation via Mixture of Controllers [project] [paper] [code]
• MAS: Multi-view Ancestral Sampling for 3D motion generation using 2D diffusion [project] [paper] [code]
• AnySkill: Learning Open-Vocabulary Physical Skill for Interactive Agents [project] [paper] [Video] [code]
• Scaling Up Dynamic Human-Scene Interaction Modeling [project] [paper] [Demo] [code]
• Move as You Say, Interact as You Can: Language-guided Human Motion Generation with Scene Affordance [project] [paper] [Video] [code]

IJCV

• InterGen: Diffusion-based Multi-human Motion Generation under Complex Interactions [project] [paper] [code]

ICLR

• SinMDM: Single Motion Diffusion [project] [paper] [code]
• Human Motion Diffusion as a Generative Prior [project] [paper] [code]
• OmniControl: Control Any Joint at Any Time for Human Motion Generation[project] [paper] [code]

ICML

• HumanTOMATO: Text-aligned Whole-body Motion Generation [project] [paper] [code]

Siggraph

• LGTM: Local-to-Global Text-Driven Human Motion Diffusion Model [paper] [code]
• Flexible Motion In-betweening with Diffusion Models [project] [paper] [code]

arXiv papers

• TAAT: Think and Act from Arbitrary Texts in Text to Motion [paper]
• BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation [project] [paper] [code]
• GUESS: GradUally Enriching SyntheSis for Text-Driven Human Motion Generation [paper] [code]
• Off-the-shelf ChatGPT is a Good Few-shot Human Motion Predictor [paper]
• MotionLCM: Real-time Controllable Motion Generation via Latent Consistency Model [project] [paper] [code]
• ParCo: Part-Coordinating Text-to-Motion Synthesis [paper] [code]
• MotionFix: Text-Driven 3D Human Motion Editing [paper]

2023

NeurIPS

• MotionGPT: Human Motion as a Foreign Language [project] [paper] [code]

ICLR

• Human Motion Diffusion Model [project] [paper] [code]

ICCV

• PhysDiff: Physics-Guided Human Motion Diffusion Model [project] [paper]
• GMD: Guided Motion Diffusion for Controllable Human Motion Synthesis [project] [paper] [code]
• ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model [project] [paper] [code]
• HumanMAC: Masked Motion Completion for Human Motion Prediction [project] [paper] [code]
• Fg-T2M: Fine-Grained Text-Driven Human Motion Generation via Diffusion Model [paper]
• BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction [project] [paper] [code]
• Social Diffusion: Long-term Multiple Human Motion Anticipation [paper] [code]

AAAI

• Human Joint Kinematics Diffusion-Refinement for Stochastic Motion Prediction [paper]

CVPR

• MLD: Executing your Commands via Motion Diffusion in Latent Space [project] [paper] [code]
• UDE: A Unified Driving Engine for Human Motion Generation [project] [paper] [code]
• EDGE: Editable Dance Generation From Music [project] [paper] [code]
• MoFusion: A Framework for Denoising-Diffusion-based Motion Synthesis [project] [paper]
• T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations [project] [paper] [code]

MMM

• DiffMotion: Speech-Driven Gesture Synthesis Using Denoising Diffusion Model [project] [paper] [code]

ICASSP

• Diffusion Motion: Generate Text-Guided 3D Human Motion by Diffusion Model [paper]

TOG

• Listen, denoise, action! Audio-driven motion synthesis with diffusion models [project] [paper] [code]

arXiv papers

• DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion [paper] [code]
• Text2Performer: Text-Driven Human Video Generation [project] [paper] [code]

2022

ECCV

• MotionCLIP: Exposing Human Motion Generation to CLIP Space [project] [paper] [code]
• TEMOS: Generating diverse human motions from textual descriptions [project] [paper] [code]

arXiv papers

• FLAME: Free-form Language-based Motion Synthesis & Editing [project] [paper] [code]

Other Resources

• fengshiwest/Awesome-Motion-Diffusion-Models

Feel free to contact me if you find any interesting paper is missing.