DL4Brain: Deep Learning for Brain Encoding and Decoding

This is the official repository for the tutorial titled "Deep Learning for Brain Encoding and Decoding" to be conducted at CogSci-2022.

Colab Link for hands-on session #1 (Feature Extraction)

Text Feature extraction

GloVe and Word2Vec - https://drive.google.com/file/d/14b9X5Q2Bo2gdTQA_PlqdtqNH-Tvf2gL9/view?usp=share_link
BERT - https://drive.google.com/file/d/1w1a08G9zNVNANtiEZNCdMAi5M3eO_yew/view?usp=share_link

Visual Feature extraction

https://drive.google.com/file/d/1bKg2VtagnAl9xe4ciZJ1n7hbKvPXNI-0/view?usp=share_link

Colab Link for hands-on session #2 (Brain Encoding)

https://colab.research.google.com/drive/10aKI0NcSqWbwxOgvBrcv6xk-LXhKNM2u?usp=sharing

Colab Link for hands-on session #3 (Brain Decoding)

https://colab.research.google.com/drive/1JX6m9zLVOYUZv-tVaZO7KqsTR55VwDn4?usp=sharing

Slides

https://github.com/jashna14/DL4Brain/tree/master/slides

Awesome-Brain-Encoding--Decoding

https://github.com/subbareddy248/Awesome-Brain-Encoding--Decoding

For Citation of our work

@inproceedings{dl4brain,
  title={{T}utorial: {D}eep {L}earning for {B}rain {E}ncoding and {D}ecoding},
  author={Oota, Subba Reddy and Arora, Jashn and Gupta, Manish and Bapi, Raju S. and Toneva, Mariya},
  booktitle={The $44^{th}$ Annual Meeting of the Cognitive Science Society (CogSci)},
  year={2022}
}