Human motion generation, a cornerstone technique in animation and video production, has
widespread applications in various tasks like text-to-motion and music-to-dance. Previous …

Graphics design is important for various applications, including movie production and game
design. To create a high-quality scene, designers usually need to spend hours in software …

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 …

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 …

We introduce Unimotion, the first unified multi-task human motion model capable of both
flexible motion control and frame-level motion understanding. While existing works control …

Motion diffusion models and Reinforcement Learning (RL) based control for physics-based
simulations have complementary strengths for human motion generation. The former is …

Human motion understanding is a fundamental task with diverse practical applications,
facilitated by the availability of large-scale motion capture datasets. Recent studies focus on …

Recent advancements in large language models (LLMs) have greatly enhanced their ability
to generate natural and contextually relevant text, making AI interactions more human-like …

Recent advancements in Multimodal Large Language Models (MM-LLMs) have
demonstrated promising potential in terms of generalization and robustness when applied to …

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 …