Search icon Close icon
Search icon CANCEL
Subscription
0
Cart icon
Cart
Close icon
You have no products in your basket yet
Save more on your purchases!
Savings automatically calculated. No voucher code required
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletters
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Hands-On GPU-Accelerated Computer Vision with OpenCV and CUDA

You're reading from  Hands-On GPU-Accelerated Computer Vision with OpenCV and CUDA

Product type Book
Published in Sep 2018
Publisher Packt
ISBN-13 9781789348293
Pages 380 pages
Edition 1st Edition
Languages
Concepts
Author (1):
Bhaumik Vaidya Bhaumik Vaidya
Profile icon Bhaumik Vaidya
LinkedIn
Bhaumik Vaidya is an experienced computer vision engineer and mentor. He has worked extensively on OpenCV Library in solving computer vision problems. He is a University gold medalist in masters and is now doing a PhD in the acceleration of computer vision algorithms built using OpenCV and deep learning libraries on GPUs. He has a background in teaching and has guided many projects in computer vision and VLSI(Very-large-scale integration). He has worked in the VLSI domain previously as an ASIC verification engineer, so he has very good knowledge of hardware architectures also. He has published many research papers in reputable journals to his credit. He, along with his PhD mentor, has also received an NVIDIA Jetson TX1 embedded development platform as a research grant from NVIDIA.
Read more
See other products by Bhaumik Vaidya
Toc

Table of Contents (15) Chapters close

Preface 1. Introducing CUDA and Getting Started with CUDA 2. Parallel Programming using CUDA C 3. Threads, Synchronization, and Memory 4. Advanced Concepts in CUDA 5. Getting Started with OpenCV with CUDA Support 6. Basic Computer Vision Operations Using OpenCV and CUDA 7. Object Detection and Tracking Using OpenCV and CUDA 8. Introduction to the Jetson TX1 Development Board and Installing OpenCV on Jetson TX1 9. Deploying Computer Vision Applications on Jetson TX1 10. Getting Started with PyCUDA 11. Working with PyCUDA 12. Basic Computer Vision Applications Using PyCUDA 13. Assessments 14. Other Books You May Enjoy

Basic Computer Vision Applications Using PyCUDA

In the previous chapter, we saw important programming concepts related to PyCUDA. We also learned how to develop some programs in PyCUDA using these programming concepts. This chapter will build on this knowledge and we will use PyCUDA for developing basic image processing and computer vision applications. The parallel programming concepts of atomic operations and shared memory will also be explained in detail. The histogram of an image conveys important information related to the contrast of an image and it can also be used as an image feature for computer vision tasks. The program to calculate the histogram using PyCUDA will be explained in detail in this chapter. Other basic computer vision applications, such as the conversion of color spaces, image addition, and image inversion using PyCUDA, will also be described.

The following...

lock icon The rest of the chapter is locked
arrow left Previous Section
Section 1 of 6
Next Section arrow right
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Sign up now
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Start free trial
Renews at €14.99/month. Cancel anytime}

Authors (1)

Left arrow icon
Profile icon Bhaumik Vaidya
LinkedIn
Bhaumik Vaidya is an experienced computer vision engineer and mentor. He has worked extensively on OpenCV Library in solving computer vision problems. He is a University gold medalist in masters and is now doing a PhD in the acceleration of computer vision algorithms built using OpenCV and deep learning libraries on GPUs. He has a background in teaching and has guided many projects in computer vision and VLSI(Very-large-scale integration). He has worked in the VLSI domain previously as an ASIC verification engineer, so he has very good knowledge of hardware architectures also. He has published many research papers in reputable journals to his credit. He, along with his PhD mentor, has also received an NVIDIA Jetson TX1 embedded development platform as a research grant from NVIDIA.
Read more
See other products by Bhaumik Vaidya
Right arrow icon

Other recommended products

Related to this chapter
Left arrow icon
CUDA Cookbook
CUDA Cookbook
Read more
This book is for programmers who want to delve into parallel computing, become part of the high-performance computing community and apply those techniques to build modern applications. Experience with C++ programming is assumed. There are some sample examples on equivalent Fortran code. For Deep Learning enthusiasts python based sample code is also provided.
Read more
Sep 2019 16 hours 56 minutes
Hands-On GPU Programming with Python and CUDA
Hands-On GPU Programming with Python and CUDA
Read more
GPUs are designed for maximum throughput, but are subject to low-level subtleties. In contrast, Python is a high-level language that favours ease of use over speed. In this book, we will combine the power of both Python and CUDA to help you create high performing Python applications by using open-source libraries such as PyCUDA and SciKit-CUDA.
Read more
Nov 2018 10 hours 20 minutes
Hands-On Algorithms for Computer Vision
Hands-On Algorithms for Computer Vision
Read more
The field of Computer Vision has seen advancements in terms of processing power and performance. Many algorithms are introduced to perform Computer Vision tasks efficiently. This book is a starting point for anyone interested in this field and wants to dig deeper into the most practical algorithms used by professional Computer Vision developers.
Read more
Jul 2018 9 hours 40 minutes
Raspberry Pi Computer Vision Programming
Raspberry Pi Computer Vision Programming
Read more
You will learn the basics of hardware and software required for image processing and computer vision with Raspberry Pi and Python 3. You will have a look at all the major image processing, manipulation, and computer vision techniques and algorithms in detail using engaging examples. You will build a lot of real-life computer vision applications.
Read more
Jun 2020 10 hours 12 minutes
Computer Vision with Python 3
Computer Vision with Python 3
Read more
The field of computer vision involves designing and implementing algorithms to understand images and extract meaningful information from them. This book enables you to build real-world applications using Python and open source image processing libraries.
Read more
Aug 2017 6 hours 52 minutes
Hands-On GPU Computing with Python
Hands-On GPU Computing with Python
Read more
GPU technologies are the paradigm shift in modern computing. This book will take you through architecting your GPU-based systems to deploying the computational models on GPUs for faster processing. You will learn to program your GPUs to build a GPU-accelerated environment for accelerating machine learning models and other data-intensive processing
Read more
May 2019 15 hours 4 minutes
Learn OpenCV 4 By Building Projects
Learn OpenCV 4 By Building Projects
Read more
OpenCV is mainly used in Computer Vision and image processing and is considered to be one of the best open source libraries that helps developers focus on constructing complete projects on image processing, motion detection, and image segmentation. This book will be your guide to understanding the basic OpenCV concepts and algorithms.
Read more
Nov 2018 10 hours 20 minutes
The Computer Vision Workshop
The Computer Vision Workshop
Read more
With The Computer Vision Workshop, you’ll explore the basic and advanced techniques in video and image processing using OpenCV and Python. It is filled with real-world exercises and activities that will make the learning process easy and enjoyable.
Read more
Jul 2020 18 hours 56 minutes
OpenCV 3.x with Python By Example
OpenCV 3.x with Python By Example
Read more
Computer vision is found everywhere in modern technology. OpenCV for Python enables us to run computer vision algorithms in real time. With the advent of powerful machines, we have more processing power to work with. Using this technology, we can seamlessly integrate our computer vision applications into the cloud. Focusing on OpenCV 3.x and Python 3.6, this book will walk you through all the building blocks needed to build amazing computer vision applications with ease.
Read more
Jan 2018 8 hours 56 minutes
Mastering OpenCV 4 with Python
Mastering OpenCV 4 with Python
Read more
Mastering OpenCV 4 with Python is a comprehensive guide to help you to get acquainted with various computer vision algorithms running in real-time. This book will help you to build complete projects on image processing, motion detection, and image segmentation where you can gain advanced computer vision techniques.
Read more
Mar 2019 17 hours 44 minutes
OpenCV 3 Computer Vision with Python Cookbook
OpenCV 3 Computer Vision with Python Cookbook
Read more
OpenCV 3 is a native cross-platform library for computer vision, machine learning, and image processing. OpenCV's convenient high-level APIs hide very powerful internals designed for computational efficiency that can take advantage of multicore and GPU processing. This book will help you tackle increasingly challenging computer vision problems by providing a number of recipes that you can use to improve your applications.
Read more
Mar 2018 10 hours 12 minutes
Hands-On Image Processing with Python
Hands-On Image Processing with Python
Read more
This book covers how to use the image processing libraries in Python. It will enable you to write code snippets to implement complex image processing algorithms such as image enhancement, filtering, segmentation, object detection, and more. You will also be able to use machine learning and deep learning models and learn to implement them with ease.
Read more
Nov 2018 16 hours 24 minutes
Right arrow icon

Personalised recommendations for you

Based on your interests and search pattern
Left arrow icon
Et al.
Et al.
Read more
Ever wonder why speech recognition systems don't understand the Scottish accent, or what would happen if an astronaut only ate mac 'n' cheese, or other spurious reflections you'd have at a bar? We did, then collated those deliberations into absurd research articles with fake figures and methodologies inspired by even more fictionally absurd studies.
Read more
Aug 2023 7 hours 40 minutes
Generative AI with LangChain
Generative AI with LangChain
Read more
This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.
Read more
Dec 2023 12 hours 0 minutes
Generative AI with LangChain
Generative AI with LangChain
Read more
This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.
Read more
Dec 2023 12 hours 0 minutes
Generative AI with LangChain
Generative AI with LangChain
Read more
This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.
Read more
Dec 2023 12 hours 0 minutes
Generative AI with LangChain
Generative AI with LangChain
Read more
This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.
Read more
Dec 2023 12 hours 0 minutes
Mastering Tableau 2023
Mastering Tableau 2023
Read more
This book is a comprehensive resource to mastering your Tableau skills and becoming a BI expert. As you progress, you will learn how to build advanced dashboards and improve your storytelling to derive key business insight, as well as make you well-versed with advanced functionalities of Tableau in the business intelligence domain.
Read more
Aug 2023 22 hours 48 minutes
Building AI Applications with ChatGPT APIs
Building AI Applications with ChatGPT APIs
Read more
This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.
Read more
Sep 2023 8 hours 36 minutes
Building AI Applications with ChatGPT APIs
Building AI Applications with ChatGPT APIs
Read more
This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.
Read more
Sep 2023 8 hours 36 minutes
Data Engineering with AWS
Data Engineering with AWS
Read more
Embark on a journey to master data engineering pipelines on AWS! Our book offers a hands-on experience of AWS services for ingesting, transforming, and consuming data. Whether you're an absolute beginner or someone with basic data engineering experience, this guide is an indispensable resource.
Read more
Oct 2023 21 hours 12 minutes
Modern Data Architecture on AWS
Modern Data Architecture on AWS
Read more
Every organization wants an agile, performant, and cost-effective data platform that meets all their current and future business needs. Purpose-built AWS analytics services and their features play a big part in building such a modern data platform. This book brings to you all the design and architectural patterns that’ll help you achieve this goal.
Read more
Aug 2023 14 hours 0 minutes
Practical Guide to Applied Conformal Prediction in Python
Practical Guide to Applied Conformal Prediction in Python
Read more
Discover the power of Conformal Prediction with the "Practical Guide to Applied Conformal Prediction in Python." Master the latest techniques to quantify uncertainty in machine learning and computer vision models, and seamlessly apply them to your industry applications.
Read more
Dec 2023 8 hours 0 minutes
TinyML Cookbook
TinyML Cookbook
Read more
With over 70 project-based recipes, the TinyML Cookbook is a practical guide that will help you to get the most out of your microcontrollers. It provides a comprehensive understanding of the theoretical foundations while giving you hands-on experience training ML models for deployment on Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano microcontrollers.
Read more
Nov 2023 22 hours 8 minutes
Right arrow icon