Advanced Computer Vision with TensorFlow

Week 1 - Introduction to Computer Vision

• Lab: Transfer Learning

• Lab: Transfer Learning with ResNet 50

• Lab: Image Classification and Object Localization

• Programming Assignment: Bird Boxes

Week 2 - Object Detection

• Lab: Implement Simple Object Detection

• Lab: Predicting Bounding Boxes for Object Detection

• Programming Assignment: Zombie Detector

Week 3 - Image Segmentation

• Lab: Implement a Fully Convolutional Neural Network

• Lab: Implement a UNet

• Lab: Instance Segmentation Demo

• Programming Assignment: Image Segmentation of Handwritten Digits

Week 4 - Visualization and Interpretability

• Lab: Class Activation Maps with Fashion MNIST

• Lab: Class Activation Maps "Cats vs Dogs"

• Lab: Saliency Maps

• Lab: GradCAM

• Programming Assignment: Cats vs Dogs Saliency Maps