Individual Studies in Medical Image Analysis, Spring 2022


Resources

Class Schedule

1st week

02/15   Overview and Introduction
2nd week
02/22   Convolutional Neural Networks
3rd week
03/01   AlexNet: Image Classification with Deep Convolutional Neural Networks
4th week
03/08   ResNet: Deep Residual Learning for Image Recognition
5th week
03/15   Transfer Learning
6th week
03/22   1st Midterm Project Demonstration & Presentation
7th week
03/29   Foundations of Object Detection
8th week
04/05   Spring break
9th week
04/12   YOLO: Unified, Real-time Object Detection
10th week
04/19   YOLOv4: Optimal Speed and Accuracy of Object Detection
11th week
04/26   U-Net: Convolutional Networks for Biomedical Image Segmentation
12th week
05/03   2nd Midterm Project Demonstration & Presentation
13th week
05/10   Generative Adversarial Network (GAN)
14th week
05/17   Generative Adversarial Network (GAN)
15th week
05/24   Generative Adversarial Network (GAN)
16th week
05/31   Generative Adversarial Network (GAN)
17th week
06/07   Final Project Demonstration & Presentation