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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
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What Stands Out
Product Details
| 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?
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Computer Vision Engineers
Ideal for engineers seeking to enhance image processing speed through advanced GPU acceleration techniques with OpenCV and CUDA.
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Research & Development
Beneficial for R&D teams focused on developing innovative real-time image processing solutions in various applications.
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Machine Learning Practitioners
Useful for practitioners aiming to integrate GPU acceleration into their machine learning pipelines for image analysis tasks.
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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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