Individual Studies in Medical Image Analysis, Spring 2023


Resources

Class Schedule

1st week

02/14   Overview and Introduction
2nd week
02/21   Convolutional Neural Networks
3rd week
02/28   和平紀念日
4th week
03/07   AlexNet: Image Classification with Deep Convolutional Neural Networks
5th week
03/14   ResNet: Deep Residual Learning for Image Recognition
6th week
03/21   Neural Ordinary Differential Equations
7th week
03/28   1st Midterm Project Demonstration & Presentation
8th week
04/04   Spring break
9th week
04/11   Foundations of Object Detection
10th week
04/18   YOLO: Unified, Real-time Object Detection
11th week
04/25   U-Net: Convolutional Networks for Biomedical Image Segmentation
12th week
05/02   2nd Midterm Project Demonstration & Presentation
13th week
05/09   Generative Adversarial Network (GAN)
14th week
05/16   Super Resolution Techniques for Medical Image Analysis
15th week
05/23   Super Resolution Techniques for Medical Image Analysis
16th week
05/30   Domain Adaptation for Medical Image Analysis
17th week
06/06   Final Project Demonstration & Presentation