Reconstructing visual illusory experiences from human brain activity

This repository provides preprocessed fMRI data, stimulus image features, and pretrained image generators used in the following work.Cheng, F., Horikawa, T., Majima, K., Tanaka, M., Abdelhack, M., Aoki, S. C., Hirano, J., & Kamitani, Y. (2023). Reconstructing visual illusory experiences from human brain activity. bioRxiv. https://doi.org/10.1101/2023.06.15.545037Raw (unpreprocessed) fMRI data are available at https://openneuro.org/datasets/ds004670.Code is available at https://github.com/KamitaniLab/IllusionReconstruction.See the GitHub repository for more details.History2023-09-24 Initial release2023-09-28 Update generators (remove unnecessary files in generator-GAN.zip and add generator-diffusion.zip)

本仓库提供了下述研究中使用的预处理功能磁共振成像（fMRI, functional Magnetic Resonance Imaging）数据、刺激图像特征以及预训练图像生成器。该研究为Cheng F、Horikawa T、Majima K、Tanaka M、Abdelhack M、Aoki S C、Hirano J与Kamitani Y于2023年发表于bioRxiv的论文《从人类大脑活动中重建视觉错觉体验（Reconstructing visual illusory experiences from human brain activity）》，其DOI为10.1101/2023.06.15.545037。原始（未预处理）功能磁共振成像数据可通过https://openneuro.org/datasets/ds004670获取。相关代码可通过https://github.com/KamitaniLab/IllusionReconstruction获取，更多细节请参阅该GitHub仓库。更新记录如下：2023年9月24日 首次发布；2023年9月28日 更新生成器（移除generator-GAN.zip中的冗余文件，并新增generator-diffusion.zip）