/usc_speech_mri

Primary LanguageMATLABBSD 3-Clause "New" or "Revised" LicenseBSD-3-Clause

Speech MRI Open Dataset

This package contains code samples to load, reconstruct, and use the open raw MRI data set for the following paper:
Y Lim, A Toutios, et al. A multispeaker dataset of raw and reconstructedspeech production real-time MRI video and 3D volumetric images, submitted to Nature Scientific Data

The submitted version of the paper is available in arXiv: Link

The dataset is publicly available in figshare: Link

Code is provided in Python and Maltab programming languages.

Please also find useful links for papers and tools relevant to the dataset: Link

Example Usage

Matlab

addpath /path/to/ismrmrd/matlab/
run demo_recon_matlab.m

Python

pip install -r requirements.txt
python demo_recon_python.py

Citing

@misc{lim2021multispeaker,
      title={A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images}, 
      author={Yongwan Lim and Asterios Toutios and Yannick Bliesener and Ye Tian and Sajan Goud Lingala and Colin Vaz and Tanner Sorensen and Miran Oh and Sarah Harper and Weiyi Chen and Yoonjeong Lee and Johannes Töger and Mairym Lloréns Montesserin and Caitlin Smith and Bianca Godinez and Louis Goldstein and Dani Byrd and Krishna S. Nayak and Shrikanth S. Narayanan},
      year={2021},
      eprint={2102.07896},
      archivePrefix={arXiv},
      primaryClass={eess.SP}
}

Data

https://doi.org/10.6084/m9.figshare.13725546.v1

Structure

  • matlab contains MATLAB reconstruction files
  • python contains Python reconstruction files
  • figures contains MATLAB files to re-create Figures 2-6 in reference paper [to be updated]