MotionGPT: Human Motion as Foreign Language

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MotionGPT is a unified motion-language model that treats human motion as a specific language, enabling the performance of multiple motion-related tasks.

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MotionGPT: Human Motion as Foreign Language

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Updated:2024/10/02

What is MotionGPT: Human Motion as Foreign Language

MotionGPT is a groundbreaking motion-language model that treats human motion as a specific language, enabling the performance of multiple motion-related tasks with state-of-the-art results.

Key Features of MotionGPT: Human Motion as Foreign Language

Unified motion-language framework, motion tokenizer, motion-aware language model, and prompt-based question-and-answer tasks for enhanced performance.

Unified Motion-Language Framework

Combines language data with large-scale motion models to handle various motion-related tasks.

Motion Tokenizer

Converts raw motion data into discrete motion tokens, similar to word tokens.

Motion-Aware Language Model

Learns to understand motion tokens from large language pre-training models by corresponding textual descriptions.

Prompt-Based Question-and-Answer Tasks

Pre-trains MotionGPT with a mixture of motion-language data and fine-tunes it on prompt-based question-and-answer tasks.

State-of-the-Art Performance

Achieves state-of-the-art performances on multiple motion tasks, including text-driven motion generation, motion captioning, motion prediction, and motion in-betweening.

Use Cases of MotionGPT: Human Motion as Foreign Language

Text-driven motion generation for animation and gaming applications.
Motion captioning for video analysis and understanding.
Motion prediction for robotics and autonomous systems.
Motion in-betweening for animation and special effects.

Pros and Cons of MotionGPT: Human Motion as Foreign Language

Pros

Unified framework for handling motion-related tasks.
State-of-the-art performance on multiple motion tasks.
Enables the use of large language data and models in motion generation tasks.

Cons

May require large amounts of data and computational resources.
Limited to specific motion-related tasks and applications.
May require fine-tuning for specific use cases and applications.

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How to Use MotionGPT: Human Motion as Foreign Language

1
Read the MotionGPT paper for a detailed understanding of the model and its applications.
2
Explore the MotionGPT code repository for implementation details and examples.
3
Use the MotionGPT model for your specific motion-related task or application.

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MotionGPT: Human Motion as Foreign Language

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MotionGPT: Human Motion as Foreign Language

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What is MotionGPT: Human Motion as Foreign Language