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A collection of resources on applications of Transformers in Medical Imaging.

transformers vision-transformers medical-imaging medical-image-analysis clinical-report medical-report-generate deep-neural-networks medical-image-segmentation medical-image-classification medical-image-detection

awesome-transformers-in-medical-imaging's Introduction

Hi there ๐Ÿ‘‹

  • ๐Ÿ•˜ I have held technical roles as Senior Machine Learning Engineer at OMNO.AI and as a Research Associate at Information Technology University, Lahore.
  • ๐Ÿฅ‡ I did my Masters in Electrical Engineering from NUST Islamabad. I did my bachelors from Institute of Space Technology, Islamabad.
  • ๐ŸŒฑ My research interests include Image Reconstruction, Medical Image Analysis, and Computational Imaging.
  • ๐Ÿ“ซ How to reach me: https://fahadshamshad.github.io | | [email protected]

awesome-transformers-in-medical-imaging's People

Contributors

alikm6 avatar bwittmann avatar christophreich1996 avatar fahadshamshad avatar salman-h-khan avatar sd3004 avatar swz30 avatar zhimin-z avatar ziyangwang007 avatar

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awesome-transformers-in-medical-imaging's Issues

Surface Vision Transformers: Attention-Based Modelling applied to Cortical Analysis

Hi,

Great work and very helpful repository.

Please, consider adding our work accepted at MIDL 2022 that extended the Vision Transformers for any genus-zero surface, and specifically to study the cortical surface in neonatal MRI scans.
https://arxiv.org/abs/2203.16414

Surface Vision Transformers: Attention-Based Modelling applied to Cortical Analysis
Simon Dahan, Abdulah Fawaz, Logan Z. J. Williams, Chunhui Yang, Timothy S. Coalson, Matthew F. Glasser, A. David Edwards, Daniel Rueckert, Emma C. Robinson

Our code is also available at:
https://github.com/metrics-lab/surface-vision-transformers

Thanks

Focused Decoding Enables 3D Anatomical Detection by Transformer; SwinFPN: Leveraging Vision Transformers for 3D Organs-At-Risk Detection

Hi,

First of all, thank you for your great contribution to our community!
Please consider adding our work on medical transformer-based object detection:

(1) 'Focused Decoding Enables 3D Anatomical Detection by Transformers', which has been recently accepted at MELBA recently (https://www.melba-journal.org/papers/2023:003.html).

(2) 'SwinFPN: Leveraging Vision Transformers for 3D Organs-At-Risk Detection', which has been accepted as a short paper to MIDL22 (https://openreview.net/forum?id=yiIz7DhgRU5).

Code for both papers is publicly available at https://github.com/bwittmann/transoar.

Thanks in advance!

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