Papers › M³GPT: An Advanced Multimodal, Multitask Framework for Motion Comprehension and Generation

M³GPT: An Advanced Multimodal, Multitask Framework for Motion Comprehension and Generation

25 May 2024arXiv:2405.16273archive 2025-07-28

Mingshuang Luo, Ruibing Hou, Zhuo Li, Hong Chang, Zimo Liu, YaoWei Wang, Shiguang Shan

This paper presents M³GPT, an advanced Multimodal, Multitask framework for Motion comprehension and generation. M³GPT operates on three fundamental principles. The first focuses on creating a unified representation space for various motion-relevant modalities. We employ discrete vector quantization for multimodal conditional signals, such as text, music and motion/dance, enabling seamless integration into a large language model (LLM) with a single vocabulary. The second involves modeling motion generation directly in the raw motion space. This strategy circumvents the information loss associated with a discrete tokenizer, resulting in more detailed and comprehensive motion generation. Third, M³GPT learns to model the connections and synergies among various motion-relevant tasks. Text, the most familiar and well-understood modality for LLMs, is utilized as a bridge to establish connections between different motion tasks, facilitating mutual reinforcement. To our knowledge, M³GPT is the first model capable of comprehending and generating motions based on multiple signals. Extensive experiments highlight M³GPT's superior performance across various motion-relevant tasks and its powerful zero-shot generalization capabilities for extremely challenging tasks. Project page: \url{https://github.com/luomingshuang/M3GPT}.

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