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Hands-On GPU-Accelerated Computer Vision with OpenCV and CUDA: Effective techniques for processing complex image data in real time using GPUs
Item #: 12838928

Hands-On GPU-Accelerated Computer Vision with OpenCV and CUDA: Effective techniques for processing complex image data in real time using GPUs

Item #: 12838928

DOP 4439

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What Stands Out

GPU Acceleration
Leverages GPU capabilities to process complex image data efficiently, ensuring real-time performance and significantly reducing computation times compared to traditional CPU methods.
OpenCV Integration
Seamlessly integrates with OpenCV, allowing users to utilize powerful computer vision techniques and libraries for a wide range of imaging applications, enhancing productivity and workflow.
Comprehensive Techniques
Offers effective techniques for advanced image processing, helping users tackle challenges in complex image data scenarios, optimizing results in various fields like robotics, surveillance, and more.

Product Details

Get effective techniques for real-time processing of complex image data using GPUs. Learn from an experienced computer vision engineer and mentor. Shop at Ubuy Dominican Republic
Publisher Packt Publishing
Publication date September 26, 2018
Language English
Print length 380 pages
ISBN-10 1789348293
ISBN-13 978-1789348293
Item Weight 1.44 pounds (650 grams)
Dimensions 7.5 x 0.86 x 9.25 inches (19.1 x 2.2 x 23.5 cm)

Who Should Buy?

Suitable For
  • Computer Vision Engineers

    Ideal for engineers seeking to enhance image processing speed through advanced GPU acceleration techniques with OpenCV and CUDA.

  • Research & Development

    Beneficial for R&D teams focused on developing innovative real-time image processing solutions in various applications.

  • Machine Learning Practitioners

    Useful for practitioners aiming to integrate GPU acceleration into their machine learning pipelines for image analysis tasks.

Not Suitable For
  • Beginners in Programming

    Not suitable for those new to programming as it assumes prior knowledge of CUDA and OpenCV concepts.

Product Description

Hands-On GPU-Accelerated Computer Vision with OpenCV and CUDA: Effective techniques for processing complex image data in real time using GPUs

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C++ Editorial Review

Hands-On GPU-Accelerated Computer Vision with OpenCV and CUDA is a concise and informative book that provides a detailed introduction to image analysis using CUDA and OpenCV. The book covers various topics, including environment setup, basic concepts, and usage patterns. The author provides clear explanations of CUDA and OpenCV, making it suitable for readers with some knowledge of C/C++. The book also includes several detailed examples, demonstrating how to combine these technologies effectively for real-time image processing. The techniques and methods explained in the book are not only applicable to the Jetson Tx1, but also to other Nvidia GPUs. One reviewer mentioned that the book helped them gain a better understanding of object recognition for silicon disk defect analysis and boosted their processing speed by several hundred percent. They also expressed their eagerness to share the information with department managers. While the book covers the essentials, it does not provide the most up-to-date or advanced information on CUDA and OpenCV. For readers seeking more advanced or recent information, referring to the free documentation provided by NVIDIA may be necessary.

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Pros

  • Concise introduction to CUDA and OpenCV
  • Detailed examples provided
  • Applicable to various Nvidia GPUs

Cons

  • Limited information on advanced or recent topics in CUDA and OpenCV

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