Hands-On Computer Vision with Detectron2
Hands-On Computer Vision with Detectron2 enables deep learning developers to get up to speed with the nuances of solving computer vision tasks. The book also helps you understand the architecture and theoretical concepts of Detectron2, as well as prepare data and train and fine-tune models for future vision applications in modern businesses.
Offered by
Difficulty Level
Intermediate
Completion Time
10h36m
Language
English
About Book
Who Is This Book For?
If you are a deep learning application developer, researcher, or software developer with some prior knowledge about deep learning, this book is for you to get started and develop deep learning models for computer vision applications. Even if you are an expert in computer vision and curious about the features of Detectron2, or you would like to learn some cutting-edge deep learning design patterns, you will find this book helpful. Some HTML, Android, and C++ programming skills are advantageous if you want to deploy computer vision applications using these platforms.
Hands-On Computer Vision with Detectron2
- About Book
- Who Is This Book For?
- Book Content
Book content
chapters • 10h36m total length
An Introduction to Detectron2 and Computer Vision Tasks
Developing Computer Vision Applications Using Existing Detectron2 Models
Data Preparation for Object Detection Applications
The Architecture of the Object Detection Model in Detectron2
Training Custom Object Detection Models
Inspecting Training Results and Fine-Tuning Detectron2's Solver
Fine-Tuning Object Detection Models
Image Data Augmentation Techniques
Applying Train-Time and Test-Time Image Augmentations
Training Instance Segmentation Models
Fine-Tuning Instance Segmentation Models
Deploying Detectron2 Models into Server Environments
Deploying Detectron2 models into Browsers and Mobile Environments
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