Smoodi: Stylized motion diffusion model

L Zhong, Y Xie, V Jampani, D Sun, H Jiang - European Conference on …, 2025 - Springer
We introduce a novel Stylized Motion Diffusion model, dubbed SMooDi, to generate stylized
motion driven by content texts and style motion sequences. Unlike existing methods that …

MotionFix: Text-driven 3d human motion editing

N Athanasiou, A Cseke, M Diomataris… - SIGGRAPH Asia 2024 …, 2024 - dl.acm.org
The focus of this paper is 3D motion editing. Given a 3D human motion and a textual
description of the desired modification, our goal is to generate an edited motion as …

Monkey see, monkey do: Harnessing self-attention in motion diffusion for zero-shot motion transfer

S Raab, I Gat, N Sala, G Tevet… - SIGGRAPH Asia 2024 …, 2024 - dl.acm.org
Given the remarkable results of motion synthesis with diffusion models, a natural question
arises: how can we effectively leverage these models for motion editing? Existing diffusion …

Motionclr: Motion generation and training-free editing via understanding attention mechanisms

LH Chen, W Dai, X Ju, S Lu, L Zhang - arXiv preprint arXiv:2410.18977, 2024 - arxiv.org
This research delves into the problem of interactive editing of human motion generation.
Previous motion diffusion models lack explicit modeling of the word-level text-motion …

CLoSD: Closing the Loop between Simulation and Diffusion for multi-task character control

G Tevet, S Raab, S Cohan, D Reda, Z Luo… - arXiv preprint arXiv …, 2024 - arxiv.org
Motion diffusion models and Reinforcement Learning (RL) based control for physics-based
simulations have complementary strengths for human motion generation. The former is …

Dart: A diffusion-based autoregressive motion model for real-time text-driven motion control

K Zhao, G Li, S Tang - arXiv preprint arXiv:2410.05260, 2024 - arxiv.org
Text-conditioned human motion generation, which allows for user interaction through natural
language, has become increasingly popular. Existing methods typically generate short …

SKEL-Betweener: a Neural Motion Rig for Interactive Motion Authoring

D Agrawal, J Buhmann, D Borer, RW Sumner… - ACM Transactions on …, 2024 - dl.acm.org
Authoring 3D motions is a laborious process that requires manipulating and coordinating
many control handles over time. Neural motion representations learned from large motion …

A Plug-and-Play Physical Motion Restoration Approach for In-the-Wild High-Difficulty Motions

Y Zhang, R Li, Y Zhang, L Pan, J Wang, Y Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Extracting physically plausible 3D human motion from videos is a critical task. Although
existing simulation-based motion imitation methods can enhance the physical quality of …

Factorized Motion Diffusion for Precise and Character-Agnostic Motion Inbetweening

J Studer, D Agrawal, D Borer, S Sadat… - Proceedings of the 17th …, 2024 - dl.acm.org
Animation is a challenging and time-consuming process where animators must manipulate
hundreds of controls over space and time to create compelling motions. Recent advances in …

Real-time Diverse Motion In-betweening with Space-time Control

Y Chu, Z Yang - Proceedings of the 17th ACM SIGGRAPH Conference …, 2024 - dl.acm.org
In this work, we present a data-driven framework for generating diverse in-betweening
motions for kinematic characters. Our approach injects dynamic conditions and explicit …