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.

An image of a cat in front of a white picket fence. From DALL·E 3.

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, …

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