Image Segmentation: An In-Depth Guide

How can you get a computer to distinguish between different types of objects in an image? A step-by-step guide.

Table of Contents

1. Introduction, Motivation
2. Extracting Data
3. Visualizing the Images
4. Building a Simple U-Net Model
5. Metrics and the Loss Function
6. Building the Complete U-Net Model
7. Summary
8. References

Relevant Links

• Working Kaggle notebook (recommended; register for the Kaggle competition, make a copy of the notebook, …

artificial intelligence computer convolutional-neural-net dall deep-dives guide image image-segmentation kaggle loss machine learning notebook objects segmentation simple table types