|
Books > Computing & IT > Applications of computing > Image processing
|
Buy Now
A Guide to Convolutional Neural Networks for Computer Vision (Paperback)
Loot Price: R1,818
Discovery Miles 18 180
|
|
|
A Guide to Convolutional Neural Networks for Computer Vision (Paperback)
Series: Synthesis Lectures on Computer Vision
Expected to ship within 10 - 15 working days
|
Computer vision has become increasingly important and effective in
recent years due to its wide-ranging applications in areas as
diverse as smart surveillance and monitoring, health and medicine,
sports and recreation, robotics, drones, and self-driving cars.
Visual recognition tasks, such as image classification,
localization, and detection, are the core building blocks of many
of these applications, and recent developments in Convolutional
Neural Networks (CNNs) have led to outstanding performance in these
state-of-the-art visual recognition tasks and systems. As a result,
CNNs now form the crux of deep learning algorithms in computer
vision. This self-contained guide will benefit those who seek to
both understand the theory behind CNNs and to gain hands-on
experience on the application of CNNs in computer vision. It
provides a comprehensive introduction to CNNs starting with the
essential concepts behind neural networks: training,
regularization, and optimization of CNNs. The book also discusses a
wide range of loss functions, network layers, and popular CNN
architectures, reviews the different techniques for the evaluation
of CNNs, and presents some popular CNN tools and libraries that are
commonly used in computer vision. Further, this text describes and
discusses case studies that are related to the application of CNN
in computer vision, including image classification, object
detection, semantic segmentation, scene understanding, and image
generation. This book is ideal for undergraduate and graduate
students, as no prior background knowledge in the field is required
to follow the material, as well as new researchers, developers,
engineers, and practitioners who are interested in gaining a quick
understanding of CNN models.
General
Is the information for this product incomplete, wrong or inappropriate?
Let us know about it.
Does this product have an incorrect or missing image?
Send us a new image.
Is this product missing categories?
Add more categories.
Review This Product
No reviews yet - be the first to create one!
|
You might also like..
|
Welcome to Loot.co.za!
Sign in / Register |Wishlists & Gift Vouchers |Help | Advanced search
