Mastering Image Segmentation with PyTorch
From Fundamentals to Production-Ready Models
Imagine building computer vision systems that don't just recognize objects, but understand exactly where they are and what they contain at the pixel level. This book equips you with the practical knowledge to do exactly that using PyTorch, one of the most flexible deep learning frameworks available. You'll progress from understanding the fundamentals of image segmentation to implementing production-ready models. Learn how to work with semantic and instance segmentation tasks, master the architectural patterns that make segmentation work, and discover how to leverage pre-trained models to accelerate your development. This guide covers the complete pipeline: data preparation, model selection, training optimization, and deployment strategies. Whether you're building medical imaging applications, autonomous vehicle perception systems, or satellite image analysis tools, you'll find practical code examples and clear explanations that bridge the gap between theory and implementation. By the end, you'll confidently tackle real-world segmentation challenges and deploy models that perform reliably in production environments.
Est. Length
207 pages (10 chapters)
Language
English
Publication date
Jan 17, 2026
Enjoyed this sample of "Mastering Image Segmentation with PyTorch"?
Personalize and buy this book
Get your personalized version, tailored by AI to your goals, background, and interests
Benefits of AI-tailored books
- Read one book, not ten:
- all the Computer Vision knowledge you need consolidated into a single focused book.
- Save days of learning:
- choose the things you want to learn, exclude those you don't.
- Learn effortlessly:
- Computer Vision book written for your specific background and expertise.
- Reach goals faster:
- specify your goals and let your book guide you.
- Stay ahead of the curve:
- learn from the latest developments and research, not outdated books.
Create your unique book in 3 steps
- 1. Select your focus
Select the focus of your Computer Vision book and share your background
- 2. Personalize your book
Specify your goals and choose sub-topics to include
- 3. Get your tailored book
Your book is ready in 10 minutes. Read it online, download a PDF, or send to Kindle.
Frequently asked questions
- What is TailoredRead?
TailoredRead is an AI-powered service that creates personalized nonfiction books tailored to your specific goals, interests, and skill level. Our platform utilizes advanced artificial intelligence to generate custom books on a wide range of topics, helping you learn any subject quickly and easily.
- How long is the book?
You can choose from four book lengths: Comprehensive (250-300 pages), Detailed (150-200 pages), Essential (70-100 pages), and Short (30-50 pages). These book lengths are based on tablet-sized pages. When reading the book on a mobile phone, it will have more pages, and when reading the book on a high-resolution computer display, it will have fewer pages.
- How much does it cost?
The cost of creating a tailored book is comparable to regular ebooks, ranging from $2 to $20. The exact price depends on factors such as the book's complexity and length. After completing our book questionnaire, which helps us understand your specific needs for the book, you'll be able to choose your desired book length and receive an exact price, prior to creating the book. This transparent pricing ensures you get the best value for your personalized learning experience.
- Can I preview the book before purchasing?
We want you to feel confident in your purchase. Before you buy, you'll have access to a comprehensive preview of your tailored book. This preview includes the title, a detailed description, book data, and the full table of contents. You'll also see an estimated length for the book, giving you a clear idea of what to expect. This way, you can make an informed decision and ensure the book meets your expectations before committing to buy.
- How long does it take to create a book?
Once you've completed the questionnaire and made your purchase, your tailored book will be ready in approximately 10 minutes. The best part? You can start reading it immediately while it's being generated.
- What if I have more questions?
Please check out our full FAQ or contact us and we'll be happy to help.