Deep Learning Image Registration and Analysis - Lecture 21 - MIT ML in Life Sciences (Spring 2021)

MIT 6.874/6.802/20.390/20.490/HST.506 Spring 2021 Prof. Manolis Kellis
Deep Learning in the Life Sciences / Computational Systems Biology
Guest lecturers: Adrian Dalca, Ahmed Kedir Mohammed
Playlist: • MIT Deep Learning in L...
Latest slides and course today: compbio.mit.edu/6874
Spring 2021 slides and materials: mit6874.github.io/
0:00 Medical images
1:55 Registration
6:51 Learning based methods
12:23 Atlas-based registration
18:39 Do we need real data
32:51 Parameter learning
42:09 Template construction
51:27 Automatic pathology detection
53:58 Capsule video endoscopy
1:01:19 Challenges with data
1:04:56 Y-Net
1:10:42 Multiple instance learning
1:20:43 Self-supervision

[@hasanghavidel2701]

thanks for providing this useful information

[@AE0N777]

Thank you so much for the upload Dr. Kellis!

[@parallelworld6583]

Thank you ! 🛸