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Intend to Move: A Multimodal Dataset for
Intention-Aware Human Motion Understanding

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Ryo Umagami1Liu Yue1Xuangeng Chu1Ryuto Fukushima1Tetsuya Narita1
Yusuke Mukuta1,4Tomoyuki Takahata2Jianfei Yang3Tatsuya Harada1,4
1The University of Tokyo, 2Tokyo Denki University, 3Nanyang Technological University, 4RIKEN AIP

🥳 NeurIPS 2025 Datasets and Benchmarks Track 🥳

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Intend to Move (I2M) is a new multimodal dataset for embodied AI, designed for intention-aware human motion understanding in real-world environments.
I2M includes diverse modalities: 3D human motion, multi-view RGB-D video, 3D point cloud & mesh, and intention text.

✅️ Data and code will be released soon!

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