MotionGPT-2: A General-Purpose Motion-Language Model for Motion Generation and Understanding

Y Wang, D Huang, Y Zhang, W Ouyang, J Jiao… - arxiv preprint arxiv …, 2024 - arxiv.org
Generating lifelike human motions from descriptive texts has experienced remarkable
research focus in the recent years, propelled by the emerging requirements of digital …

Versatile Motion Language Models for Multi-Turn Interactive Agents

J Park, S Choi, S Yun - arxiv preprint arxiv:2410.05628, 2024 - arxiv.org
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 …

Morph: A Motion-free Physics Optimization Framework for Human Motion Generation

Z Li, M Luo, R Hou, X Zhao, H Liu, H Chang… - arxiv preprint arxiv …, 2024 - arxiv.org
Human motion generation plays a vital role in applications such as digital humans and
humanoid robot control. However, most existing approaches disregard physics constraints …

UniPose: A Unified Multimodal Framework for Human Pose Comprehension, Generation and Editing

Y Li, R Hou, H Chang, S Shan, X Chen - arxiv preprint arxiv:2411.16781, 2024 - arxiv.org
Human pose plays a crucial role in the digital age. While recent works have achieved
impressive progress in understanding and generating human poses, they often support only …

From Specific-MLLM to Omni-MLLM: A Survey about the MLLMs alligned with Multi-Modality

S Jiang, J Liang, M Liu, B Qin - arxiv preprint arxiv:2412.11694, 2024 - arxiv.org
From the Specific-MLLM, which excels in single-modal tasks, to the Omni-MLLM, which
extends the range of general modalities, this evolution aims to achieve understanding and …

MotionLab: Unified Human Motion Generation and Editing via the Motion-Condition-Motion Paradigm

Z Guo, Z Hu, N Zhao, DW Soh - arxiv preprint arxiv:2502.02358, 2025 - arxiv.org
Human motion generation and editing are key components of computer graphics and vision.
However, current approaches in this field tend to offer isolated solutions tailored to specific …