| Ditto: Motion-Space Diffusion for Controllable Realtime Talking Head Synthesis | Nov 29, 2024 | DisentanglementMotion Generation | CodeCode Available | 11 | 5 |
| MotionClone: Training-Free Motion Cloning for Controllable Video Generation | Jun 8, 2024 | DenoisingMotion Generation | CodeCode Available | 4 | 5 |
| Human Motion Diffusion Model | Sep 29, 2022 | 3D Generationmodel | CodeCode Available | 4 | 5 |
| JoyVASA: Portrait and Animal Image Animation with Diffusion-Based Audio-Driven Facial Dynamics and Head Motion Generation | Nov 14, 2024 | Image AnimationMotion Generation | CodeCode Available | 4 | 5 |
| AnimateLCM: Computation-Efficient Personalized Style Video Generation without Personalized Video Data | Feb 1, 2024 | Conditional Image GenerationDenoising | CodeCode Available | 4 | 5 |
| Motion-X++: A Large-Scale Multimodal 3D Whole-body Human Motion Dataset | Jan 9, 2025 | Human Mesh RecoveryMotion Generation | CodeCode Available | 4 | 5 |
| NeuPAN: Direct Point Robot Navigation with End-to-End Model-based Learning | Mar 11, 2024 | Collision AvoidanceMotion Generation | CodeCode Available | 4 | 5 |
| SMART: Scalable Multi-agent Real-time Motion Generation via Next-token Prediction | May 24, 2024 | Autonomous DrivingMotion Generation | CodeCode Available | 3 | 5 |
| A Survey on Human Interaction Motion Generation | Mar 17, 2025 | Human DynamicsMotion Generation | CodeCode Available | 3 | 5 |
| MotionLCM: Real-time Controllable Motion Generation via Latent Consistency Model | Apr 30, 2024 | Motion GenerationMotion Synthesis | CodeCode Available | 3 | 5 |
| CLoSD: Closing the Loop between Simulation and Diffusion for multi-task character control | Oct 4, 2024 | Motion GenerationReinforcement Learning (RL) | CodeCode Available | 3 | 5 |
| Benchmarks and Challenges in Pose Estimation for Egocentric Hand Interactions with Objects | Mar 25, 2024 | Action RecognitionMotion Generation | CodeCode Available | 3 | 5 |
| MoMask: Generative Masked Modeling of 3D Human Motions | Nov 29, 2023 | Human motion predictionMotion Forecasting | CodeCode Available | 3 | 5 |
| JoyGen: Audio-Driven 3D Depth-Aware Talking-Face Video Editing | Jan 3, 2025 | 3D ReconstructionFace Generation | CodeCode Available | 3 | 5 |
| Seamless Human Motion Composition with Blended Positional Encodings | Feb 23, 2024 | DenoisingMotion Generation | CodeCode Available | 3 | 5 |
| MotionGPT: Human Motion as a Foreign Language | Jun 26, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 3 | 5 |
| A Comprehensive Survey on Human Video Generation: Challenges, Methods, and Insights | Jul 11, 2024 | Motion GenerationSurvey | CodeCode Available | 3 | 5 |
| Motion Anything: Any to Motion Generation | Mar 10, 2025 | Motion GenerationMotion Synthesis | CodeCode Available | 3 | 5 |
| Sitcom-Crafter: A Plot-Driven Human Motion Generation System in 3D Scenes | Oct 14, 2024 | Motion GenerationMotion Synthesis | CodeCode Available | 2 | 5 |
| Free-T2M: Frequency Enhanced Text-to-Motion Diffusion Model With Consistency Loss | Jan 30, 2025 | DenoisingMotion Generation | CodeCode Available | 2 | 5 |
| Generating Holistic 3D Human Motion from Speech | Dec 8, 2022 | 3D Face AnimationGesture Generation | CodeCode Available | 2 | 5 |
| ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model | Apr 3, 2023 | DenoisingDiversity | CodeCode Available | 2 | 5 |
| Freeform Body Motion Generation from Speech | Mar 4, 2022 | DiversityMotion Generation | CodeCode Available | 2 | 5 |
| Executing your Commands via Motion Diffusion in Latent Space | Dec 8, 2022 | Motion GenerationMotion Synthesis | CodeCode Available | 2 | 5 |
| PianoMotion10M: Dataset and Benchmark for Hand Motion Generation in Piano Performance | Jun 13, 2024 | Motion GenerationPosition | CodeCode Available | 2 | 5 |
| Scaling Large Motion Models with Million-Level Human Motions | Oct 4, 2024 | Motion Generation | CodeCode Available | 2 | 5 |
| OmniControl: Control Any Joint at Any Time for Human Motion Generation | Oct 12, 2023 | Motion Generation | CodeCode Available | 2 | 5 |
| SALAD: Skeleton-aware Latent Diffusion for Text-driven Motion Generation and Editing | Mar 18, 2025 | DenoisingMotion Generation | CodeCode Available | 2 | 5 |
| StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pre-trained StyleGAN | Mar 8, 2022 | Face GenerationFacial Editing | CodeCode Available | 2 | 5 |
| Motion Mamba: Efficient and Long Sequence Motion Generation | Mar 12, 2024 | MambaMotion Generation | CodeCode Available | 2 | 5 |
| Motion-X: A Large-scale 3D Expressive Whole-body Human Motion Dataset | Jul 3, 2023 | Human Mesh RecoveryMotion Generation | CodeCode Available | 2 | 5 |
| Diffusion-based Generation, Optimization, and Planning in 3D Scenes | Jan 15, 2023 | DenoisingGrasp Generation | CodeCode Available | 2 | 5 |
| BAMM: Bidirectional Autoregressive Motion Model | Mar 28, 2024 | Denoisingmodel | CodeCode Available | 2 | 5 |
| BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation | Sep 17, 2024 | Human motion predictionMotion Forecasting | CodeCode Available | 2 | 5 |
| MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model | Aug 31, 2022 | DenoisingMotion Generation | CodeCode Available | 2 | 5 |
| MotionChain: Conversational Motion Controllers via Multimodal Prompts | Apr 2, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| Conditional Image-to-Video Generation with Latent Flow Diffusion Models | Mar 24, 2023 | Image to Video GenerationMotion Generation | CodeCode Available | 2 | 5 |
| HumanMM: Global Human Motion Recovery from Multi-shot Videos | Mar 10, 2025 | Camera Pose EstimationMotion Generation | CodeCode Available | 2 | 5 |
| HumanTOMATO: Text-aligned Whole-body Motion Generation | Oct 19, 2023 | Motion GenerationMotion Synthesis | CodeCode Available | 2 | 5 |
| MotionCLIP: Exposing Human Motion Generation to CLIP Space | Mar 15, 2022 | DisentanglementMotion Generation | CodeCode Available | 2 | 5 |
| CustomCrafter: Customized Video Generation with Preserving Motion and Concept Composition Abilities | Aug 23, 2024 | DenoisingMotion Generation | CodeCode Available | 2 | 5 |
| LLM3:Large Language Model-based Task and Motion Planning with Motion Failure Reasoning | Mar 18, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| InterGen: Diffusion-based Multi-human Motion Generation under Complex Interactions | Apr 12, 2023 | DenoisingMotion Generation | CodeCode Available | 2 | 5 |
| MotionCraft: Crafting Whole-Body Motion with Plug-and-Play Multimodal Controls | Jul 30, 2024 | Gesture GenerationMotion Generation | CodeCode Available | 2 | 5 |
| in2IN: Leveraging individual Information to Generate Human INteractions | Apr 15, 2024 | DiversityLanguage Modelling | CodeCode Available | 2 | 5 |
| Motion-Agent: A Conversational Framework for Human Motion Generation with LLMs | May 27, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| LGTM: Local-to-Global Text-Driven Human Motion Diffusion Model | May 6, 2024 | Motion Generation | CodeCode Available | 2 | 5 |
| Move as You Say, Interact as You Can: Language-guided Human Motion Generation with Scene Affordance | Mar 26, 2024 | Motion GenerationMotion Synthesis | CodeCode Available | 2 | 5 |
| Example-based Motion Synthesis via Generative Motion Matching | Jun 1, 2023 | Motion GenerationMotion Synthesis | CodeCode Available | 2 | 5 |
| T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations | Jan 15, 2023 | Motion GenerationMotion Synthesis | CodeCode Available | 2 | 5 |
