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---
license: apache-2.0
datasets:
- Fudan-fMRI/fMRI-Shape
- Fudan-fMRI/fMRI-Objaverse
---

# MinD-3D++: Advancing fMRI-Based 3D Reconstruction with High-Quality Textured Mesh Generation and a Comprehensive Dataset (TPAMI 2025)

[![ArXiv](https://img.shields.io/badge/MinD--3D++-2409.11315-b31b1b.svg?logo=arXiv)](https://arxiv.org/abs/2409.11315)
[![HomePage](https://img.shields.io/badge/HomePage-Visit-blue.svg?logo=homeadvisor&logoColor=f5f5f5)](https://jianxgao.github.io/MinD-3D/)
[![Dataset](https://img.shields.io/badge/Dataset-fMRI_Shape-faa035.svg?logo=Huggingface)](https://huggingface.co/datasets/Fudan-fMRI/fMRI-Shape)
[![Dataset](https://img.shields.io/badge/Dataset-fMRI_Objaverse-3aa0a5.svg?logo=Huggingface)](https://huggingface.co/datasets/Fudan-fMRI/fMRI-Objaverse)

# Notes
- 🔥 We have released **all the weights of MinD-3D++**, trained on **fMRI-Shape** and **fMRI-Objaverse**.  
- 🔥 We also provide a **jointly trained model on Subject 1**.
- 🔥 Subjects **1, 4, 6, 8** in *fMRI-Shape* and *fMRI-Objaverse* correspond to **Subjects 3, 4, 1, 2** in [CineBrain](https://huggingface.co/datasets/Fudan-fMRI/CineBrain).  

# Citation
If you find our paper useful for your research and applications, please cite using this BibTeX:

```
@misc{gao2023mind3d,
      title={MinD-3D: Reconstruct High-quality 3D objects in Human Brain}, 
      author={Jianxiong Gao and Yuqian Fu and Yun Wang and Xuelin Qian and Jianfeng Feng and Yanwei Fu},
      year={2023},
      eprint={2312.07485},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}
```

```
@misc{gao2025mind3dadvancingfmribased3d,
      title={MinD-3D++: Advancing fMRI-Based 3D Reconstruction with High-Quality Textured Mesh Generation and a Comprehensive Dataset}, 
      author={Jianxiong Gao and Yanwei Fu and Yuqian Fu and Yun Wang and Xuelin Qian and Jianfeng Feng},
      year={2025},
      eprint={2409.11315},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2409.11315}, 
}
```

```
@misc{gao2025cinebrain,
      title={CineBrain: A Large-Scale Multi-Modal Brain Dataset During Naturalistic Audiovisual Narrative Processing}, 
      author={Jianxiong Gao and Yichang Liu and Baofeng Yang and Jianfeng Feng and Yanwei Fu},
      year={2025},
      eprint={2503.06940},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2503.06940}, 
}
```