Motion Generation

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 131 papers with code (446 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A GAN-Like Approach for Physics-Based Imitation Learning and Interactive Character Control
  21 May 2021 4 repositories listed
  We present a simple and intuitive approach for interactive control of physically simulated characters.
• MotionGPT: Human Motion as a Foreign Language
  26 Jun 2023 3 repositories listed Syntology ran 1 of 9 samples · 8 unverified
  Building upon this "motion vocabulary", we perform language modeling on both motion and text in a unified manner, treating human motion as a specific language.
• Generating Holistic 3D Human Motion from Speech
  8 Dec 2022 3 repositories listed
  This work addresses the problem of generating 3D holistic body motions from human speech.
• AnyMoLe: Any Character Motion In-betweening Leveraging Video Diffusion Models
  11 Mar 2025 2 repositories listed
  Despite recent advancements in learning-based motion in-betweening, a key limitation has been overlooked: the requirement for character-specific datasets.
• Ditto: Motion-Space Diffusion for Controllable Realtime Talking Head Synthesis
  29 Nov 2024 2 repositories listed
  Recent advances in diffusion models have endowed talking head synthesis with subtle expressions and vivid head movements, but have also led to slow inference speed and insufficient control over generated results.
• MotionClone: Training-Free Motion Cloning for Controllable Video Generation
  8 Jun 2024 2 repositories listed Syntology ran 6 of 15 samples · 9 unverified · 15 pointer-only (licence)
  Motion-based controllable video generation offers the potential for creating captivating visual content.
• Benchmarks and Challenges in Pose Estimation for Egocentric Hand Interactions with Objects
  25 Mar 2024 2 repositories listed Syntology ran 11 of 14 samples · 3 unverified · 14 pointer-only (licence)
  A holistic 3Dunderstanding of such interactions from egocentric views is important for tasks in robotics, AR/VR, action recognition and motion generation.
• Dyadic Interaction Modeling for Social Behavior Generation
  14 Mar 2024 2 repositories listed
  Hence, an effective model for generating listener nonverbal behaviors requires understanding the dyadic context and interaction.
• Diffusion-based Generation, Optimization, and Planning in 3D Scenes
  15 Jan 2023 2 repositories listed Syntology ran 5 of 5 samples · 0 unverified
  SceneDiffuser provides a unified model for solving scene-conditioned generation, optimization, and planning.
• PaCMO: Partner Dependent Human Motion Generation in Dyadic Human Activity using Neural Operators
  25 Nov 2022 2 repositories listed
  In contrast to the concurrent works, which mainly focus on generating the motion of a single actor from the textual description, we generate the motion of one of the actors from the motion of the other participating…
• MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model
  31 Aug 2022 2 repositories listed
  Instead of a deterministic language-motion mapping, MotionDiffuse generates motions through a series of denoising steps in which variations are injected.
• LATTE: LAnguage Trajectory TransformEr
  4 Aug 2022 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  Natural language is one of the most intuitive ways to express human intent.
• Learning Symmetric and Low-energy Locomotion
  24 Jan 2018 2 repositories listed
  Indeed, a standard benchmark for DRL is to automatically create a running controller for a biped character from a simple reward function.
• A Unified Transformer-Based Framework with Pretraining For Whole Body Grasping Motion Generation
  1 Jul 2025 1 repository listed
  Accepted in the ICIP 2025 We present a novel transformer-based framework for whole-body grasping that addresses both pose generation and motion infilling, enabling realistic and stable object interactions.
• SViMo: Synchronized Diffusion for Video and Motion Generation in Hand-object Interaction Scenarios
  3 Jun 2025 1 repository listed
  Recognizing that visual appearance and motion patterns share fundamental physical laws in the real world, we propose a novel framework that combines visual priors and dynamic constraints within a synchronized diffusion…
• EPFL-Smart-Kitchen-30: Densely annotated cooking dataset with 3D kinematics to challenge video and language models
  2 Jun 2025 1 repository listed
  The kitchen is an excellent environment for assessing human motor and cognitive function, as many complex actions are naturally exhibited in kitchens from chopping to cleaning.
• Wav2Sem: Plug-and-Play Audio Semantic Decoupling for 3D Speech-Driven Facial Animation
  29 May 2025 1 repository listed Syntology ran 9 of 12 samples · 3 unverified · 12 pointer-only (licence)
  This module extracts semantic features corresponding to the entire audio sequence, leveraging the added semantic information to decorrelate audio encodings within the feature space, thereby achieving more expressive…
• MMGT: Motion Mask Guided Two-Stage Network for Co-Speech Gesture Video Generation
  29 May 2025 1 repository listed
  Specifically, we propose a Motion Mask-Guided Two-Stage Network (MMGT) that uses audio, as well as motion masks and motion features generated from the audio signal to jointly drive the generation of synchronized speech…
• SALAD: Skeleton-aware Latent Diffusion for Text-driven Motion Generation and Editing
  18 Mar 2025 1 repository listed
  In this paper, we introduce a skeleton-aware latent diffusion (SALAD), a model that explicitly captures the intricate inter-relationships between joints, frames, and words.
• A Survey on Human Interaction Motion Generation
  17 Mar 2025 1 repository listed
  Humans inhabit a world defined by interactions -- with other humans, objects, and environments.
• Progressive Human Motion Generation Based on Text and Few Motion Frames
  17 Mar 2025 1 repository listed
  Hence, we propose a novel Progressive Motion Generation (PMG) method to progressively generate a motion from the frames with low uncertainty to those with high uncertainty in multiple stages.
• VMBench: A Benchmark for Perception-Aligned Video Motion Generation
  13 Mar 2025 1 repository listed Syntology ran 0 of 6 samples · 6 unverified
  Based on these findings, we introduce VMBench--a comprehensive Video Motion Benchmark that has perception-aligned motion metrics and features the most diverse types of motion.
• Motion Anything: Any to Motion Generation
  10 Mar 2025 1 repository listed
  Conditional motion generation has been extensively studied in computer vision, yet two critical challenges remain.
• HumanMM: Global Human Motion Recovery from Multi-shot Videos
  10 Mar 2025 1 repository listed
  In this paper, we present a novel framework designed to reconstruct long-sequence 3D human motion in the world coordinates from in-the-wild videos with multiple shot transitions.
• Controllable Motion Generation via Diffusion Modal Coupling
  4 Mar 2025 1 repository listed
  Diffusion models have recently gained significant attention in robotics due to their ability to generate multi-modal distributions of system states and behaviors.
• Free-T2M: Frequency Enhanced Text-to-Motion Diffusion Model With Consistency Loss
  30 Jan 2025 1 repository listed
  Rapid progress in text-to-motion generation has been largely driven by diffusion models.
• KETA: Kinematic-Phrases-Enhanced Text-to-Motion Generation via Fine-grained Alignment
  25 Jan 2025 1 repository listed
  Among the various conditions of motion generation, text can describe motion details elaborately and is easy to acquire, making text-to-motion(T2M) generation important.
• Motion-X++: A Large-Scale Multimodal 3D Whole-body Human Motion Dataset
  9 Jan 2025 1 repository listed
  To address this issue, we develop a scalable annotation pipeline that can automatically capture 3D whole-body human motion and comprehensive textural labels from RGB videos and build the Motion-X dataset comprising 81.
• JoyGen: Audio-Driven 3D Depth-Aware Talking-Face Video Editing
  3 Jan 2025 1 repository listed
  Significant progress has been made in talking-face video generation research; however, precise lip-audio synchronization and high visual quality remain challenging in editing lip shapes based on input audio.
• A Novel Framework for Learning Stochastic Representations for Sequence Generation and Recognition
  30 Dec 2024 1 repository listed
  The ability to generate and recognize sequential data is fundamental for autonomous systems operating in dynamic environments.

Syntology lines on 7 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.