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# 📜 署名与许可归属声明 / Attribution & Licensing Notice

本桶（`illusion-brain/training-data`）收录的 10 组数据集与 7 个小模型检查点来自不同来源，各受其原始许可证约束。
本文档提供各资源的署名信息、许可证声明、来源链接与修改说明。

**再分发 (Redistribution) 说明**: 本桶以原样方式（as-is）从各上游 Hugging Face 仓库复制文件，
未对数据内容做任何转换或修改（除文件组织路径外）。

---

## 目录

**数据集**
- [1. THINGS-EEG](#1-things-eeg--cc-by-40)
- [2. EEG-Image-Decode](#2-eeg-image-decode--cc-by-40)
- [3. Algonauts 2025 特征](#3-algonauts-2025-特征--cc0-10)
- [4. CineBrain](#4-cinebrain--apache-20)
- [5. fMRI-Shape](#5-fmri-shape--apache-20)
- [6. Steinmetz Spike 数据](#6-steinmetz-spike-数据--cc-by-40)
- [7. FlyWire 连接组](#7-flywire-连接组--cc-by-40)
- [8. Sleep Staging Sequences](#8-sleep-staging-sequences-sleep-edf-派生--odc-by-10)
- [9. CHB-MIT Preprocessed Features](#9-chb-mit-preprocessed-features癫痫预测--odc-by-10)
- [10. BCI Competition IV 2a Tensors](#10-bci-competition-iv-2a-tensors运动想象--mit)

**模型**
- [11. MIRepNet](#11-mirepnet--mit)
- [12. CBraMod](#12-cbramod--bsd-3-clause)
- [13. LaBraM](#13-labram--bsd-3-clause)
- [14. BIOT](#14-biot--bsd-3-clause)
- [15. EEG-DINO Small](#15-eeg-dino-small--bsd-3-clause)
- [16. Signal-JEPA](#16-signal-jepa--mit)
- [17. BrainTokenizer](#17-braintokenizer--mit)

- [许可证全文位置](#许可证全文位置)
- [许可证义务速查](#许可证义务速查)

---

# 📦 数据集

## 1. THINGS-EEG — CC-BY 4.0

| 项目 | 详情 |
|------|------|
| **作者 (Creator)** | Gifford, Alessandro T.; Dwivedi, Kshitij; Roig, Gemma; Cichy, Radoslaw M. |
| **版权声明** | © 2022 Gifford, Dwivedi, Roig & Cichy |
| **许可证** | Creative Commons Attribution 4.0 International (CC-BY 4.0) |
| **许可证链接** | https://creativecommons.org/licenses/by/4.0/ |
| **原始来源 (URI)** | https://osf.io/3jk45/ (OSF, CC-BY 4.0) |
| **本桶副本来源** | https://huggingface.co/datasets/Haitao999/things-eeg |
| **修改说明** | 上游镜像将 EEG 数据重压缩为 float16（减半存储）；本桶再分发时未做进一步修改 |
| **免责声明** | 本数据按"原样"提供，不附带任何明示或默示担保（详见 CC-BY 4.0 第 5 节） |

**引用要求**:
```bibtex
@article{gifford2022large,
  title={A large and rich EEG dataset for modeling human visual object recognition},
  author={Gifford, Alessandro T and Dwivedi, Kshitij and Roig, Gemma and Cichy, Radoslaw M},
  journal={NeuroImage}, volume={264}, pages={119754}, year={2022},
  publisher={Elsevier}
}
```

另请引用上游处理版本论文:
```bibtex
@inproceedings{wu2025ubp,
  title={Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior},
  author={Wu, Haitao and Li, Qing and Zhang, Changqing and He, Zhen and Ying, Xiaomin},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year={2025}
}
```

---

## 2. EEG-Image-Decode — CC-BY 4.0

| 项目 | 详情 |
|------|------|
| **作者 (Creator)** | Li, Dongyang; Wei, Chen; et al. (Zhejiang University 等) |
| **版权声明** | © 2024 The Authors |
| **许可证** | Creative Commons Attribution 4.0 International (CC-BY 4.0) |
| **许可证链接** | https://creativecommons.org/licenses/by/4.0/ |
| **来源 (URI)** | https://huggingface.co/datasets/LidongYang/EEG_Image_decode |
| **修改说明** | 本桶再分发时未做修改 |
| **免责声明** | 本数据按"原样"提供，不附带任何担保（详见 CC-BY 4.0 第 5 节） |

**引用要求** (NeurIPS 2024, arXiv:2403.07721):
```bibtex
@inproceedings{li2024visual,
  title={Visual Decoding and Reconstruction via EEG Embeddings with Guided Diffusion},
  author={Li, Dongyang and Wei, Chen and others},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2024}
}
```

---

## 3. Algonauts 2025 特征 — CC0 1.0

| 项目 | 详情 |
|------|------|
| **作者 (Creator)** | MedARC 团队；底层脑数据: Courtois Neuromod (CNeuroMod) 项目参与者 |
| **许可证** | Creative Commons CC0 1.0 Universal (公共领域贡献) |
| **许可证链接** | https://creativecommons.org/publicdomain/zero/1.0/ |
| **来源 (URI)** | https://huggingface.co/datasets/medarc/algonauts_2025.features |
| **修改说明** | 本桶再分发时未做修改 |
| **权利说明** | CC0 下作者已放弃全部著作权，无署名法律义务；以下引用出于学术规范 |
**来源声明**: The CNeuroMod data used in the Algonauts 2025 Challenge has been openly
shared under a Creative Commons CC0 license by a subset of CNeuroMod participants.
**引用建议** (学术规范):
```bibtex
@article{algonauts2025,
  title={The Algonauts Project 2025 Challenge: How the Human Brain Makes Sense of Multimodal Movies},
  author={The Algonauts Project},
  year={2025}
}
```
---
## 4. CineBrain — Apache-2.0
| 项目 | 详情 |
|------|------|
| **作者 (Creator)** | 复旦大学 (Fudan University) — Jianxiong Gao, Yanwei Fu 等 |
| **版权声明** | Copyright 2026 Fudan University |
| **许可证** | Apache License 2.0 |
| **许可证链接** | https://www.apache.org/licenses/LICENSE-2.0 |
| **来源 (URI)** | https://huggingface.co/datasets/Fudan-fMRI/CineBrain |
| **修改说明** | 本桶再分发时未做修改 |
| **免责声明** | 依 Apache-2.0 第 7 节，本数据按"原样"提供，不附带任何担保 |
**引用要求** (CVPR 2026, arXiv:2503.06940):
```bibtex
@article{gao2025cinebrain,
  title={CineBrain: A Large-Scale Multi-Modal Brain Dataset During Naturalistic Audiovisual Narrative Processing},
  author={Gao, Jianxiong and Fu, Yanwei and others},
  journal={arXiv preprint arXiv:2503.06940},
  year={2025}
}
```
---
## 5. fMRI-Shape — Apache-2.0
| 项目 | 详情 |
|------|------|
| **作者 (Creator)** | 复旦大学 (Fudan University) — Jianxiong Gao 等 |
| **版权声明** | Copyright 2024-2025 Fudan University |
| **许可证** | Apache License 2.0 |
| **许可证链接** | https://www.apache.org/licenses/LICENSE-2.0 |
| **来源 (URI)** | https://huggingface.co/datasets/Fudan-fMRI/fMRI-Shape |
| **修改说明** | 本桶再分发时未做修改 |
| **免责声明** | 依 Apache-2.0 第 7 节，本数据按"原样"提供，不附带任何担保 |
**引用要求** (MinD-3D++, arXiv:2409.11315):
```bibtex
@article{gao2024mind3dpp,
  title={MinD-3D++: Advancing fMRI-Based 3D Reconstruction with High-Quality Textured Mesh Generation and a Comprehensive Dataset},
  author={Gao, Jianxiong and Fu, Yuqian and Wang, Yun and Qian, Xuelin and Feng, Jianfeng and Fu, Yanwei},
  journal={arXiv preprint arXiv:2409.11315},
  year={2024}
}
```
---
## 6. Steinmetz Spike 数据 — CC-BY 4.0
| 项目 | 详情 |
|------|------|
| **原始作者 (Creator)** | Steinmetz, Nicholas A.; Zatka-Haas, Peter; Carandini, Matteo; Harris, Kenneth D. |
| **版权声明** | © 2019 The Authors (Nature) |
| **许可证** | Creative Commons Attribution 4.0 International (CC-BY 4.0) |
| **许可证链接** | https://creativecommons.org/licenses/by/4.0/ |
| **原始来源** | Steinmetz et al. 2019, Nature 576:266-273 |
| **本桶副本来源** | https://huggingface.co/datasets/mysteriousauthor/spikeprophecy-steinmetz |
| **修改说明** | 上游做了预处理（50ms 分箱尖峰计数张量）；本桶再分发时未做进一步修改 |
| **免责声明** | 本数据按"原样"提供，不附带任何担保（详见 CC-BY 4.0 第 5 节） |
**引用要求**:
```bibtex
@article{steinmetz2019distributed,
  title={Distributed coding of choice, action and engagement across the mouse brain},
  author={Steinmetz, Nicholas A and Zatka-Haas, Peter and Carandini, Matteo and Harris, Kenneth D},
  journal={Nature}, volume={576}, number={7786}, pages={266--273}, year={2019}
}
```
---
## 7. FlyWire 连接组 — CC-BY 4.0
| 项目 | 详情 |
|------|------|
| **原始作者 (Creator)** | FlyWire Consortium — Dorkenwald, Sven; Matsliah, Arie; et al. |
| **版权声明** | © 2024 The Authors (Nature) |
| **许可证** | Creative Commons Attribution 4.0 International (CC-BY 4.0) |
| **许可证链接** | https://creativecommons.org/licenses/by/4.0/ |
| **原始来源** | Dorkenwald et al. 2024, Nature — FlyWire FAFB v783 |
| **本桶副本来源** | https://huggingface.co/datasets/SLOP011/flywire-fafb-connectome |
| **修改说明** | 上游做了打包（GNN 就绪的 parquet 格式）；本桶再分发时未做进一步修改 |
| **免责声明** | 本数据按"原样"提供，不附带任何担保（详见 CC-BY 4.0 第 5 节） |
**引用要求**:
```bibtex
@article{dorkenwald2024neuronal,
  title={Neuronal wiring diagram of an adult brain},
  author={Dorkenwald, Sven and Matsliah, Arie and others},
  journal={Nature}, volume={634}, pages={124--138}, year={2024}
}
```
---
## 8. Sleep Staging Sequences（Sleep-EDF 派生）— ODC-BY 1.0
| 项目 | 详情 |
|------|------|
| **上传者** | wbxlala（Hugging Face）|
| **许可证** | ODC-BY 1.0 (Open Data Commons Attribution License) |
| **许可证链接** | https://opendatacommons.org/licenses/by/1-0/ |
| **来源 (URI)** | https://huggingface.co/datasets/wbxlala/sleep_edf_str |
| **衍生自** | Sleep-EDF Expanded, PhysioNet |
| **修改说明** | 序列被抽取并格式化为 CSV（每序列 40 采样，label=睡眠阶段）；本桶再分发时未做进一步修改 |
**引用要求**:
```bibtex
@article{kemp2000analysis,
  title={Analysis of a sleep-dependent neuronal feedback loop...},
  author={Kemp, Bob and Zwinderman, Aeilko H and others},
  journal={IEEE Transactions on Biomedical Engineering}, year={2000}
}
@article{goldberger2000physiobank,
  title={{PhysioBank, PhysioToolkit, and PhysioNet}},
  author={Goldberger, Ary L and others},
  journal={Circulation}, volume={101}, number={23}, year={2000}
}
```
---
## 9. CHB-MIT Preprocessed Features（癫痫预测）— ODC-BY 1.0
| 项目 | 详情 |
|------|------|
| **上传者** | JayF14（Hugging Face）/ Neuro_Pulse 项目 |
| **许可证** | ODC-BY 1.0 (Open Data Commons Attribution License) |
| **许可证链接** | https://opendatacommons.org/licenses/by/1-0/ |
| **来源 (URI)** | https://huggingface.co/datasets/JayF14/chb-mit-preprocessed-eeg |
| **衍生自** | CHB-MIT Scalp EEG Database v1.0.0, PhysioNet (DOI: 10.13026/C2K01R) |
| **修改说明** | 特征工程化 epochs（347,075 个标注 epoch，每个 590 特征）；本桶再分发时未做进一步修改 |
| **使用限制** | 仅限研究用途，不得用于临床决策 |

**引用要求** (按 PhysioNet 官方规定):
```bibtex
@article{guttag2010chbmit,
  author = {Guttag, John},
  title = {{CHB-MIT Scalp EEG Database}},
  journal = {{PhysioNet}}, year = {2010}, note = {Version 1.0.0},
  doi = {10.13026/C2K01R}
}
@phdthesis{shoeb2009application,
  title = {Application of Machine Learning to Epileptic Seizure Onset Detection and Treatment},
  author = {Shoeb, Ali Hossam}, year = {2009}, school = {Massachusetts Institute of Technology}
}
```

---

## 10. BCI Competition IV 2a Tensors（运动想象）— MIT

| 项目 | 详情 |
|------|------|
| **上传者** | graycatHCO3（Hugging Face）|
| **许可证** | MIT License |
| **许可证链接** | https://opensource.org/licenses/MIT |
| **来源 (URI)** | https://huggingface.co/datasets/graycatHCO3/BCICIV_2A_tensor |
| **衍生自** | BCI Competition IV Dataset 2a (Graz), https://www.bbci.de/competition/iv/ |
| **修改说明** | 转换为 PyTorch 张量格式（.pt）；本桶再分发时未做进一步修改 |

**引用要求**:
```bibtex
@inproceedings{brunner2008bci,
  title={BCI Competition 2008 -- Graz data set A},
  author={Brunner, Clemens and Leeb, Robert and M{\"u}ller-Putz, Gernot and Schl{\"o}gl, Alois and Pfurtscheller, Gert},
  year={2008}
}
```

---

# 🐣 模型

## 11. MIRepNet — MIT

| 项目 | 详情 |
|------|------|
| **作者** | Liu, Dingkun et al. |
| **许可证** | MIT License |
| **来源 (URI)** | https://huggingface.co/braindecode/mirepnet-pretrained |
| **原始发布** | https://github.com/staraink/MIRepNet |
| **修改说明** | braindecode 团队转换格式；本桶再分发时未做进一步修改 |
| **备注** | 数据集许可与检查点许可相互独立 |

**引用要求**:
```bibtex
@article{liu2026mirepnet,
  title = {MIRepNet: A pipeline and pre-trained model for EEG-based motor imagery classification},
  journal = {Knowledge-Based Systems},
  volume = {343}, pages = {115966}, year = {2026},
  doi = {10.1016/j.knosys.2026.115966},
  author = {Liu, Dingkun and others}
}
```

---

## 12. CBraMod — BSD-3-Clause

| 项目 | 详情 |
|------|------|
| **作者** | Wang, Jiquan et al.（浙江大学 + 阿里巴巴）|
| **许可证** | BSD-3-Clause |
| **来源 (URI)** | https://huggingface.co/braindecode/cbramod-pretrained |
| **原始发布** | https://github.com/wjq-learning/cbramod |
| **修改说明** | braindecode 团队转换格式；本桶再分发时未做进一步修改 |

**引用要求** (ICLR 2025):
```bibtex
@inproceedings{wang2025cbramod,
  title={CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding},
  author={Wang, Jiquan and others},
  booktitle={International Conference on Learning Representations (ICLR)},
  year={2025}
}
```

---

## 13. LaBraM — BSD-3-Clause

| 项目 | 详情 |
|------|------|
| **作者** | Jiang, Wei-Bang; Zhao, Li-Ming; Lu, Bao-Liang（清华大学）|
| **许可证** | BSD-3-Clause |
| **来源 (URI)** | https://huggingface.co/braindecode/labram-pretrained |
| **原始发布** | https://github.com/935963004/LaBraM |
| **修改说明** | braindecode 团队转换格式；本桶再分发时未做进一步修改 |

**引用要求** (ICLR 2024):
```bibtex
@inproceedings{jiang2024labram,
  title={Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI},
  author={Jiang, Wei-Bang and Zhao, Li-Ming and Lu, Bao-Liang},
  booktitle={International Conference on Learning Representations (ICLR)},
  year={2024}
}
```

---

## 14. BIOT — BSD-3-Clause

| 项目 | 详情 |
|------|------|
| **作者** | Yang, Chaoqi; Westover, M. Brandon; Sun, Jimeng（UIUC）|
| **许可证** | BSD-3-Clause |
| **来源 (URI)** | https://huggingface.co/braindecode/biot-pretrained-six-datasets-18chs |
| **原始发布** | https://github.com/ycq091044/BIOT |
| **修改说明** | braindecode 团队转换格式；本桶再分发时未做进一步修改 |

**引用要求** (NeurIPS 2023):
```bibtex
@inproceedings{yang2023biot,
  title={BIOT: Biosignal Transformer for Cross-data Learning in the Wild},
  author={Yang, Chaoqi and Westover, M. Brandon and Sun, Jimeng},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2023}
}
```

---

## 15. EEG-DINO Small — BSD-3-Clause

| 项目 | 详情 |
|------|------|
| **作者** | Wang, Xujia; Liu, Xuhui; Liu, Xi; Si, Qian; Xu, Zhaoliang; Li, Yang; Zhen, Xiantong |
| **许可证** | BSD-3-Clause |
| **来源 (URI)** | https://huggingface.co/braindecode/eegdino-small-pretrained |
| **修改说明** | braindecode 团队打包（OpenEEG-Bench 计划）；本桶再分发时未做进一步修改 |
| **预训练数据** | Temple University Hospital EEG Corpus (TUEG)，19 通道 @200Hz |

**引用要求** (需同时引用架构论文和 braindecode，MICCAI 2025):
```bibtex
@inproceedings{wang2025eegdino,
  title     = {{EEG-DINO}: Learning {EEG} Foundation Models via Hierarchical Self-Distillation},
  author    = {Wang, Xujia and Liu, Xuhui and Liu, Xi and Si, Qian and Xu, Zhaoliang and Li, Yang and Zhen, Xiantong},
  booktitle = {Medical Image Computing and Computer Assisted Intervention (MICCAI)},
  year      = {2025}
}
```

---

## 16. Signal-JEPA — MIT

| 项目 | 详情 |
|------|------|
| **作者** | Guetschel, Pierre; Moreau, Thomas; Tangermann, Michael |
| **许可证** | MIT License |
| **来源 (URI)** | https://huggingface.co/braindecode/signal-jepa |
| **修改说明** | braindecode 团队打包；本桶再分发时未做进一步修改 |
| **预训练数据** | Lee2019（62 通道，10-10 布局，128Hz）|

**引用要求**:
```bibtex
@article{guetschel2024sjepa,
  title   = {S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention},
  author  = {Guetschel, Pierre and Moreau, Thomas and Tangermann, Michael},
  journal = {arXiv preprint arXiv:2403.11772},
  year    = {2024}
}
```

---

## 17. BrainTokenizer — MIT

| 项目 | 详情 |
|------|------|
| **作者** | Xiao, Q.; Cui, Z.; Zhang, C.; Chen, S.; Wu, W.; Thwaites, A.; Woolgar, A.; Zhou, B.; Zhang, C. |
| **许可证** | MIT License |
| **来源 (URI)** | https://huggingface.co/braindecode/braintokenizer-pretrained |
| **原始发布** | https://huggingface.co/OpenTSLab/BrainOmni（MIT）|
| **修改说明** | braindecode 团队转换键名格式并去除预训练掩码预测器；本桶再分发时未做进一步修改 |

**引用要求** (NeurIPS 2025):
```bibtex
@inproceedings{xiao2025brainomni,
  title     = {BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals},
  author    = {Xiao, Q. and Cui, Z. and Zhang, C. and Chen, S. and Wu, W. and Thwaites, A. and Woolgar, A. and Zhou, B. and Zhang, C.},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year      = {2025}
}
```

---

## 许可证全文位置

| 许可证 | 文件 |
|--------|------|
| CC-BY 4.0 | [`LICENSES/CC-BY-4.0.txt`](LICENSES/CC-BY-4.0.txt) |
| CC0 1.0 | [`LICENSES/CC0-1.0.txt`](LICENSES/CC0-1.0.txt) |
| Apache-2.0 | [`LICENSES/Apache-2.0.txt`](LICENSES/Apache-2.0.txt) |
| ODC-BY 1.0 | [`LICENSES/ODC-BY-1.0.txt`](LICENSES/ODC-BY-1.0.txt) |
| MIT | [`LICENSES/MIT.txt`](LICENSES/MIT.txt) |
| BSD-3-Clause | [`LICENSES/BSD-3-Clause.txt`](LICENSES/BSD-3-Clause.txt) |

---

## 许可证义务速查

| 许可证 | 署名 | 许可证声明 | 修改标注 | 担保免责 |
|--------|------|-----------|---------|---------|
| CC-BY 4.0 | 必须 | 必须 | 必须 | 必须 |
| CC0 1.0 | 无义务 | 无义务 | 无义务 | 无义务 |
| Apache-2.0 | 保留声明 | 附许可证 | 变更说明 | 必须 |
| ODC-BY 1.0 | 必须 | 必须 | 建议 | 必须 |
| MIT | 保留声明 | 附许可证 | 无要求 | 必须 |
| BSD-3-Clause | 保留声明 | 附许可证 | 无要求 | 必须 |

如有疑问请以 [`LICENSES/`](LICENSES/) 中的许可证全文为准。

---

*最后更新: 2026-10-16 · 由幻脑组织维护*

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	# 📜 署名与许可归属声明 / Attribution & Licensing Notice

	本桶（`illusion-brain/training-data`）收录的 10 组数据集与 7 个小模型检查点来自不同来源，各受其原始许可证约束。
	本文档提供各资源的署名信息、许可证声明、来源链接与修改说明。

	再分发 (Redistribution) 说明: 本桶以原样方式（as-is）从各上游 Hugging Face 仓库复制文件，
	未对数据内容做任何转换或修改（除文件组织路径外）。

	---

	## 目录

	数据集
	- [1. THINGS-EEG](#1-things-eeg--cc-by-40)
	- [2. EEG-Image-Decode](#2-eeg-image-decode--cc-by-40)
	- [3. Algonauts 2025 特征](#3-algonauts-2025-特征--cc0-10)
	- [4. CineBrain](#4-cinebrain--apache-20)
	- [5. fMRI-Shape](#5-fmri-shape--apache-20)
	- [6. Steinmetz Spike 数据](#6-steinmetz-spike-数据--cc-by-40)
	- [7. FlyWire 连接组](#7-flywire-连接组--cc-by-40)
	- [8. Sleep Staging Sequences](#8-sleep-staging-sequences-sleep-edf-派生--odc-by-10)
	- [9. CHB-MIT Preprocessed Features](#9-chb-mit-preprocessed-features癫痫预测--odc-by-10)
	- [10. BCI Competition IV 2a Tensors](#10-bci-competition-iv-2a-tensors运动想象--mit)

	模型
	- [11. MIRepNet](#11-mirepnet--mit)
	- [12. CBraMod](#12-cbramod--bsd-3-clause)
	- [13. LaBraM](#13-labram--bsd-3-clause)
	- [14. BIOT](#14-biot--bsd-3-clause)
	- [15. EEG-DINO Small](#15-eeg-dino-small--bsd-3-clause)
	- [16. Signal-JEPA](#16-signal-jepa--mit)
	- [17. BrainTokenizer](#17-braintokenizer--mit)

	- [许可证全文位置](#许可证全文位置)
	- [许可证义务速查](#许可证义务速查)

	---

	# 📦 数据集

	## 1. THINGS-EEG — CC-BY 4.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 (Creator) \| Gifford, Alessandro T.; Dwivedi, Kshitij; Roig, Gemma; Cichy, Radoslaw M. \|
	\| 版权声明 \| © 2022 Gifford, Dwivedi, Roig & Cichy \|
	\| 许可证 \| Creative Commons Attribution 4.0 International (CC-BY 4.0) \|
	\| 许可证链接 \| https://creativecommons.org/licenses/by/4.0/ \|
	\| 原始来源 (URI) \| https://osf.io/3jk45/ (OSF, CC-BY 4.0) \|
	\| 本桶副本来源 \| https://huggingface.co/datasets/Haitao999/things-eeg \|
	\| 修改说明 \| 上游镜像将 EEG 数据重压缩为 float16（减半存储）；本桶再分发时未做进一步修改 \|
	\| 免责声明 \| 本数据按"原样"提供，不附带任何明示或默示担保（详见 CC-BY 4.0 第 5 节） \|

	引用要求:
	```bibtex
	@article{gifford2022large,
	title={A large and rich EEG dataset for modeling human visual object recognition},
	author={Gifford, Alessandro T and Dwivedi, Kshitij and Roig, Gemma and Cichy, Radoslaw M},
	journal={NeuroImage}, volume={264}, pages={119754}, year={2022},
	publisher={Elsevier}
	}
	```

	另请引用上游处理版本论文:
	```bibtex
	@inproceedings{wu2025ubp,
	title={Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior},
	author={Wu, Haitao and Li, Qing and Zhang, Changqing and He, Zhen and Ying, Xiaomin},
	booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
	year={2025}
	}
	```

	---

	## 2. EEG-Image-Decode — CC-BY 4.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 (Creator) \| Li, Dongyang; Wei, Chen; et al. (Zhejiang University 等) \|
	\| 版权声明 \| © 2024 The Authors \|
	\| 许可证 \| Creative Commons Attribution 4.0 International (CC-BY 4.0) \|
	\| 许可证链接 \| https://creativecommons.org/licenses/by/4.0/ \|
	\| 来源 (URI) \| https://huggingface.co/datasets/LidongYang/EEG_Image_decode \|
	\| 修改说明 \| 本桶再分发时未做修改 \|
	\| 免责声明 \| 本数据按"原样"提供，不附带任何担保（详见 CC-BY 4.0 第 5 节） \|

	引用要求 (NeurIPS 2024, arXiv:2403.07721):
	```bibtex
	@inproceedings{li2024visual,
	title={Visual Decoding and Reconstruction via EEG Embeddings with Guided Diffusion},
	author={Li, Dongyang and Wei, Chen and others},
	booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
	year={2024}
	}
	```

	---

	## 3. Algonauts 2025 特征 — CC0 1.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 (Creator) \| MedARC 团队；底层脑数据: Courtois Neuromod (CNeuroMod) 项目参与者 \|
	\| 许可证 \| Creative Commons CC0 1.0 Universal (公共领域贡献) \|
	\| 许可证链接 \| https://creativecommons.org/publicdomain/zero/1.0/ \|
	\| 来源 (URI) \| https://huggingface.co/datasets/medarc/algonauts_2025.features \|
	\| 修改说明 \| 本桶再分发时未做修改 \|
	\| 权利说明 \| CC0 下作者已放弃全部著作权，无署名法律义务；以下引用出于学术规范 \|

	来源声明: The CNeuroMod data used in the Algonauts 2025 Challenge has been openly
	shared under a Creative Commons CC0 license by a subset of CNeuroMod participants.

	引用建议 (学术规范):
	```bibtex
	@article{algonauts2025,
	title={The Algonauts Project 2025 Challenge: How the Human Brain Makes Sense of Multimodal Movies},
	author={The Algonauts Project},
	year={2025}
	}
	```

	---

	## 4. CineBrain — Apache-2.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 (Creator) \| 复旦大学 (Fudan University) — Jianxiong Gao, Yanwei Fu 等 \|
	\| 版权声明 \| Copyright 2026 Fudan University \|
	\| 许可证 \| Apache License 2.0 \|
	\| 许可证链接 \| https://www.apache.org/licenses/LICENSE-2.0 \|
	\| 来源 (URI) \| https://huggingface.co/datasets/Fudan-fMRI/CineBrain \|
	\| 修改说明 \| 本桶再分发时未做修改 \|
	\| 免责声明 \| 依 Apache-2.0 第 7 节，本数据按"原样"提供，不附带任何担保 \|

	引用要求 (CVPR 2026, arXiv:2503.06940):
	```bibtex
	@article{gao2025cinebrain,
	title={CineBrain: A Large-Scale Multi-Modal Brain Dataset During Naturalistic Audiovisual Narrative Processing},
	author={Gao, Jianxiong and Fu, Yanwei and others},
	journal={arXiv preprint arXiv:2503.06940},
	year={2025}
	}
	```

	---

	## 5. fMRI-Shape — Apache-2.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 (Creator) \| 复旦大学 (Fudan University) — Jianxiong Gao 等 \|
	\| 版权声明 \| Copyright 2024-2025 Fudan University \|
	\| 许可证 \| Apache License 2.0 \|
	\| 许可证链接 \| https://www.apache.org/licenses/LICENSE-2.0 \|
	\| 来源 (URI) \| https://huggingface.co/datasets/Fudan-fMRI/fMRI-Shape \|
	\| 修改说明 \| 本桶再分发时未做修改 \|
	\| 免责声明 \| 依 Apache-2.0 第 7 节，本数据按"原样"提供，不附带任何担保 \|

	引用要求 (MinD-3D++, arXiv:2409.11315):
	```bibtex
	@article{gao2024mind3dpp,
	title={MinD-3D++: Advancing fMRI-Based 3D Reconstruction with High-Quality Textured Mesh Generation and a Comprehensive Dataset},
	author={Gao, Jianxiong and Fu, Yuqian and Wang, Yun and Qian, Xuelin and Feng, Jianfeng and Fu, Yanwei},
	journal={arXiv preprint arXiv:2409.11315},
	year={2024}
	}
	```

	---

	## 6. Steinmetz Spike 数据 — CC-BY 4.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 原始作者 (Creator) \| Steinmetz, Nicholas A.; Zatka-Haas, Peter; Carandini, Matteo; Harris, Kenneth D. \|
	\| 版权声明 \| © 2019 The Authors (Nature) \|
	\| 许可证 \| Creative Commons Attribution 4.0 International (CC-BY 4.0) \|
	\| 许可证链接 \| https://creativecommons.org/licenses/by/4.0/ \|
	\| 原始来源 \| Steinmetz et al. 2019, Nature 576:266-273 \|
	\| 本桶副本来源 \| https://huggingface.co/datasets/mysteriousauthor/spikeprophecy-steinmetz \|
	\| 修改说明 \| 上游做了预处理（50ms 分箱尖峰计数张量）；本桶再分发时未做进一步修改 \|
	\| 免责声明 \| 本数据按"原样"提供，不附带任何担保（详见 CC-BY 4.0 第 5 节） \|

	引用要求:
	```bibtex
	@article{steinmetz2019distributed,
	title={Distributed coding of choice, action and engagement across the mouse brain},
	author={Steinmetz, Nicholas A and Zatka-Haas, Peter and Carandini, Matteo and Harris, Kenneth D},
	journal={Nature}, volume={576}, number={7786}, pages={266--273}, year={2019}
	}
	```

	---

	## 7. FlyWire 连接组 — CC-BY 4.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 原始作者 (Creator) \| FlyWire Consortium — Dorkenwald, Sven; Matsliah, Arie; et al. \|
	\| 版权声明 \| © 2024 The Authors (Nature) \|
	\| 许可证 \| Creative Commons Attribution 4.0 International (CC-BY 4.0) \|
	\| 许可证链接 \| https://creativecommons.org/licenses/by/4.0/ \|
	\| 原始来源 \| Dorkenwald et al. 2024, Nature — FlyWire FAFB v783 \|
	\| 本桶副本来源 \| https://huggingface.co/datasets/SLOP011/flywire-fafb-connectome \|
	\| 修改说明 \| 上游做了打包（GNN 就绪的 parquet 格式）；本桶再分发时未做进一步修改 \|
	\| 免责声明 \| 本数据按"原样"提供，不附带任何担保（详见 CC-BY 4.0 第 5 节） \|

	引用要求:
	```bibtex
	@article{dorkenwald2024neuronal,
	title={Neuronal wiring diagram of an adult brain},
	author={Dorkenwald, Sven and Matsliah, Arie and others},
	journal={Nature}, volume={634}, pages={124--138}, year={2024}
	}
	```

	---

	## 8. Sleep Staging Sequences（Sleep-EDF 派生）— ODC-BY 1.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 上传者 \| wbxlala（Hugging Face）\|
	\| 许可证 \| ODC-BY 1.0 (Open Data Commons Attribution License) \|
	\| 许可证链接 \| https://opendatacommons.org/licenses/by/1-0/ \|
	\| 来源 (URI) \| https://huggingface.co/datasets/wbxlala/sleep_edf_str \|
	\| 衍生自 \| Sleep-EDF Expanded, PhysioNet \|
	\| 修改说明 \| 序列被抽取并格式化为 CSV（每序列 40 采样，label=睡眠阶段）；本桶再分发时未做进一步修改 \|

	引用要求:
	```bibtex
	@article{kemp2000analysis,
	title={Analysis of a sleep-dependent neuronal feedback loop...},
	author={Kemp, Bob and Zwinderman, Aeilko H and others},
	journal={IEEE Transactions on Biomedical Engineering}, year={2000}
	}
	@article{goldberger2000physiobank,
	title={{PhysioBank, PhysioToolkit, and PhysioNet}},
	author={Goldberger, Ary L and others},
	journal={Circulation}, volume={101}, number={23}, year={2000}
	}
	```

	---

	## 9. CHB-MIT Preprocessed Features（癫痫预测）— ODC-BY 1.0

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 上传者 \| JayF14（Hugging Face）/ Neuro_Pulse 项目 \|
	\| 许可证 \| ODC-BY 1.0 (Open Data Commons Attribution License) \|
	\| 许可证链接 \| https://opendatacommons.org/licenses/by/1-0/ \|
	\| 来源 (URI) \| https://huggingface.co/datasets/JayF14/chb-mit-preprocessed-eeg \|
	\| 衍生自 \| CHB-MIT Scalp EEG Database v1.0.0, PhysioNet (DOI: 10.13026/C2K01R) \|
	\| 修改说明 \| 特征工程化 epochs（347,075 个标注 epoch，每个 590 特征）；本桶再分发时未做进一步修改 \|
	\| 使用限制 \| 仅限研究用途，不得用于临床决策 \|

	引用要求 (按 PhysioNet 官方规定):
	```bibtex
	@article{guttag2010chbmit,
	author = {Guttag, John},
	title = {{CHB-MIT Scalp EEG Database}},
	journal = {{PhysioNet}}, year = {2010}, note = {Version 1.0.0},
	doi = {10.13026/C2K01R}
	}
	@phdthesis{shoeb2009application,
	title = {Application of Machine Learning to Epileptic Seizure Onset Detection and Treatment},
	author = {Shoeb, Ali Hossam}, year = {2009}, school = {Massachusetts Institute of Technology}
	}
	```

	---

	## 10. BCI Competition IV 2a Tensors（运动想象）— MIT

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 上传者 \| graycatHCO3（Hugging Face）\|
	\| 许可证 \| MIT License \|
	\| 许可证链接 \| https://opensource.org/licenses/MIT \|
	\| 来源 (URI) \| https://huggingface.co/datasets/graycatHCO3/BCICIV_2A_tensor \|
	\| 衍生自 \| BCI Competition IV Dataset 2a (Graz), https://www.bbci.de/competition/iv/ \|
	\| 修改说明 \| 转换为 PyTorch 张量格式（.pt）；本桶再分发时未做进一步修改 \|

	引用要求:
	```bibtex
	@inproceedings{brunner2008bci,
	title={BCI Competition 2008 -- Graz data set A},
	author={Brunner, Clemens and Leeb, Robert and M{\"u}ller-Putz, Gernot and Schl{\"o}gl, Alois and Pfurtscheller, Gert},
	year={2008}
	}
	```

	---

	# 🐣 模型

	## 11. MIRepNet — MIT

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 \| Liu, Dingkun et al. \|
	\| 许可证 \| MIT License \|
	\| 来源 (URI) \| https://huggingface.co/braindecode/mirepnet-pretrained \|
	\| 原始发布 \| https://github.com/staraink/MIRepNet \|
	\| 修改说明 \| braindecode 团队转换格式；本桶再分发时未做进一步修改 \|
	\| 备注 \| 数据集许可与检查点许可相互独立 \|

	引用要求:
	```bibtex
	@article{liu2026mirepnet,
	title = {MIRepNet: A pipeline and pre-trained model for EEG-based motor imagery classification},
	journal = {Knowledge-Based Systems},
	volume = {343}, pages = {115966}, year = {2026},
	doi = {10.1016/j.knosys.2026.115966},
	author = {Liu, Dingkun and others}
	}
	```

	---

	## 12. CBraMod — BSD-3-Clause

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 \| Wang, Jiquan et al.（浙江大学 + 阿里巴巴）\|
	\| 许可证 \| BSD-3-Clause \|
	\| 来源 (URI) \| https://huggingface.co/braindecode/cbramod-pretrained \|
	\| 原始发布 \| https://github.com/wjq-learning/cbramod \|
	\| 修改说明 \| braindecode 团队转换格式；本桶再分发时未做进一步修改 \|

	引用要求 (ICLR 2025):
	```bibtex
	@inproceedings{wang2025cbramod,
	title={CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding},
	author={Wang, Jiquan and others},
	booktitle={International Conference on Learning Representations (ICLR)},
	year={2025}
	}
	```

	---

	## 13. LaBraM — BSD-3-Clause

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 \| Jiang, Wei-Bang; Zhao, Li-Ming; Lu, Bao-Liang（清华大学）\|
	\| 许可证 \| BSD-3-Clause \|
	\| 来源 (URI) \| https://huggingface.co/braindecode/labram-pretrained \|
	\| 原始发布 \| https://github.com/935963004/LaBraM \|
	\| 修改说明 \| braindecode 团队转换格式；本桶再分发时未做进一步修改 \|

	引用要求 (ICLR 2024):
	```bibtex
	@inproceedings{jiang2024labram,
	title={Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI},
	author={Jiang, Wei-Bang and Zhao, Li-Ming and Lu, Bao-Liang},
	booktitle={International Conference on Learning Representations (ICLR)},
	year={2024}
	}
	```

	---

	## 14. BIOT — BSD-3-Clause

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 \| Yang, Chaoqi; Westover, M. Brandon; Sun, Jimeng（UIUC）\|
	\| 许可证 \| BSD-3-Clause \|
	\| 来源 (URI) \| https://huggingface.co/braindecode/biot-pretrained-six-datasets-18chs \|
	\| 原始发布 \| https://github.com/ycq091044/BIOT \|
	\| 修改说明 \| braindecode 团队转换格式；本桶再分发时未做进一步修改 \|

	引用要求 (NeurIPS 2023):
	```bibtex
	@inproceedings{yang2023biot,
	title={BIOT: Biosignal Transformer for Cross-data Learning in the Wild},
	author={Yang, Chaoqi and Westover, M. Brandon and Sun, Jimeng},
	booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
	year={2023}
	}
	```

	---

	## 15. EEG-DINO Small — BSD-3-Clause

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 \| Wang, Xujia; Liu, Xuhui; Liu, Xi; Si, Qian; Xu, Zhaoliang; Li, Yang; Zhen, Xiantong \|
	\| 许可证 \| BSD-3-Clause \|
	\| 来源 (URI) \| https://huggingface.co/braindecode/eegdino-small-pretrained \|
	\| 修改说明 \| braindecode 团队打包（OpenEEG-Bench 计划）；本桶再分发时未做进一步修改 \|
	\| 预训练数据 \| Temple University Hospital EEG Corpus (TUEG)，19 通道 @200Hz \|

	引用要求 (需同时引用架构论文和 braindecode，MICCAI 2025):
	```bibtex
	@inproceedings{wang2025eegdino,
	title = {{EEG-DINO}: Learning {EEG} Foundation Models via Hierarchical Self-Distillation},
	author = {Wang, Xujia and Liu, Xuhui and Liu, Xi and Si, Qian and Xu, Zhaoliang and Li, Yang and Zhen, Xiantong},
	booktitle = {Medical Image Computing and Computer Assisted Intervention (MICCAI)},
	year = {2025}
	}
	```

	---

	## 16. Signal-JEPA — MIT

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 \| Guetschel, Pierre; Moreau, Thomas; Tangermann, Michael \|
	\| 许可证 \| MIT License \|
	\| 来源 (URI) \| https://huggingface.co/braindecode/signal-jepa \|
	\| 修改说明 \| braindecode 团队打包；本桶再分发时未做进一步修改 \|
	\| 预训练数据 \| Lee2019（62 通道，10-10 布局，128Hz）\|

	引用要求:
	```bibtex
	@article{guetschel2024sjepa,
	title = {S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention},
	author = {Guetschel, Pierre and Moreau, Thomas and Tangermann, Michael},
	journal = {arXiv preprint arXiv:2403.11772},
	year = {2024}
	}
	```

	---

	## 17. BrainTokenizer — MIT

	\| 项目 \| 详情 \|
	\|------\|------\|
	\| 作者 \| Xiao, Q.; Cui, Z.; Zhang, C.; Chen, S.; Wu, W.; Thwaites, A.; Woolgar, A.; Zhou, B.; Zhang, C. \|
	\| 许可证 \| MIT License \|
	\| 来源 (URI) \| https://huggingface.co/braindecode/braintokenizer-pretrained \|
	\| 原始发布 \| https://huggingface.co/OpenTSLab/BrainOmni（MIT）\|
	\| 修改说明 \| braindecode 团队转换键名格式并去除预训练掩码预测器；本桶再分发时未做进一步修改 \|

	引用要求 (NeurIPS 2025):
	```bibtex
	@inproceedings{xiao2025brainomni,
	title = {BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals},
	author = {Xiao, Q. and Cui, Z. and Zhang, C. and Chen, S. and Wu, W. and Thwaites, A. and Woolgar, A. and Zhou, B. and Zhang, C.},
	booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
	year = {2025}
	}
	```

	---

	## 许可证全文位置

	\| 许可证 \| 文件 \|
	\|--------\|------\|
	\| CC-BY 4.0 \| [`LICENSES/CC-BY-4.0.txt`](LICENSES/CC-BY-4.0.txt) \|
	\| CC0 1.0 \| [`LICENSES/CC0-1.0.txt`](LICENSES/CC0-1.0.txt) \|
	\| Apache-2.0 \| [`LICENSES/Apache-2.0.txt`](LICENSES/Apache-2.0.txt) \|
	\| ODC-BY 1.0 \| [`LICENSES/ODC-BY-1.0.txt`](LICENSES/ODC-BY-1.0.txt) \|
	\| MIT \| [`LICENSES/MIT.txt`](LICENSES/MIT.txt) \|
	\| BSD-3-Clause \| [`LICENSES/BSD-3-Clause.txt`](LICENSES/BSD-3-Clause.txt) \|

	---

	## 许可证义务速查

	\| 许可证 \| 署名 \| 许可证声明 \| 修改标注 \| 担保免责 \|
	\|--------\|------\|-----------\|---------\|---------\|
	\| CC-BY 4.0 \| 必须 \| 必须 \| 必须 \| 必须 \|
	\| CC0 1.0 \| 无义务 \| 无义务 \| 无义务 \| 无义务 \|
	\| Apache-2.0 \| 保留声明 \| 附许可证 \| 变更说明 \| 必须 \|
	\| ODC-BY 1.0 \| 必须 \| 必须 \| 建议 \| 必须 \|
	\| MIT \| 保留声明 \| 附许可证 \| 无要求 \| 必须 \|
	\| BSD-3-Clause \| 保留声明 \| 附许可证 \| 无要求 \| 必须 \|

	如有疑问请以 [`LICENSES/`](LICENSES/) 中的许可证全文为准。

	---

	最后更新: 2026-10-16 · 由幻脑组织维护