Welcome
The asynchronous virtual school still available for registration!
This is an online mode of the school:
You will download from private link the videos of the theoretical sessions, the hands-on material with detailed explanations and you will have access to the GPU cloud as if you were on site.
To answer your questions about hands on, a 2h zoom session is planned for each hands-on (from 4pm to 6pm - Paris time):
- Classification: April 27,
- Segmentation: April 28,
- VAE, May 2
- Reconstruction: May 3;
Theoretical program
If interested, you may proceed with registration and choose the option 'asynchronous' for 150 euros cost.
This school is intended for medical imaging beginners and experts (students, post-docs, research professionals, and professors) who are eager to discover the fundamentals of deep learning and how it translates to medical imaging. We will walk you through the basics of machine learning all the way to the latest deep learning breakthroughs applied to medical imaging. As shown in the planning, the school has both oral presentations (16 hours) and 4 hands-on sessions of 4 hours each. During the hands-on sessions, the participants will be guided through the dos and don'ts of machine learning programs for medical imaging. Please see the program for more details.
Should you be a machine learning / deep learning expert to attend the school? No! That is the point of this school!
Should you be a programming expert to attend the hands-on session? No! Only basic skills in Python programming are required.
We anticipate a maximum of approxiatively 70 participants. Due to space limitation, a selection process were applied to attendees. Don't wait too long before to register!
Important dates
9th of January 2023 pre-registration opening,
17th 21th of February 2023 pre-registration closing
27th of February 2023 participants selection ending, poster submission opening
11th of April 2023 online registration (only for selected participants) and payment closing
April 17-21 2023 spring school
The scientific committee is composed of:
Christian Desrosiers, José Dolz, Nicolas Duchateau, Nicolas Ducros, Carole Frindel, Thomas Grenier, Pierre-Marc Jodoin, Carole Lartizien, Odyssée Merveille, Fabien Millioz, Bruno Montcel, Michaël Sdika
The local organisation committee is composed of:
Olivier Beuf, Denis Dauvergne, Thomas Grenier, Bruno Montcel, Stéphane Mottin, Jean-Baptiste Mourgues, Béatrice Rayet, Michaël Sdika
MICCAI Certification
This summer school is certified by the MICCAI Society.
![](data:image/png;base64,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)