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Toote nr:
186972235
Image Processing and Computer Vision Masterclass with Python: Learn advanced image processing techniques, computer vision fundamentals, and
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Toote nr:
186972235
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- Image processing and computer vision technologies, combined with the rapid advancements in generative AI, have become foundational to many modern applications. As visual data continues to grow exponentially, the ability to analyze, interpret, and generate images using advanced algorithms and AI is more critical than ever for driving innovation across industries.This book provides a thorough exploration of advanced techniques and practical implementations in the field of computer vision. This book offers a problem-oriented approach that bridges traditional image processing with modern machine learning and generative AI methods. This new edition significantly expands into specialized domains with medical imaging applications using professional libraries like pydicom, ITK, and nnUNet for clinical diagnosis, including COVID-19 detection and brain tumor segmentation, plus remote sensing analysis with satellite processing.By the end of this book, readers will have developed strong practical skills in both classical and cutting-edge image processing and computer vision techniques, empowered to confidently design, implement, and adapt solutions across a wide range of real-world applications. They will emerge with a deep understanding of theory, hands-on coding experience, and the ability to leverage AI and generative models to push the boundaries of visual computing.What you will learn● Restore and enhance images using classical and deep learning methods.● Segment images with advanced clustering and neural network techniques.● Extract and match features for image alignment and recognition.● Build and train image classifiers with ML and AI.● Learn advanced restoration and inpainting techniques using cutting-edge deep learning models.● Explore specialized domain expertise in medical imaging applications using professional libraries.Who this book is forThis book is ideal for undergraduate and graduate students, researchers, and professionals in computer vision, image processing, and AI. It also serves computer vision engineers, image analysts, data scientists, software engineers, and industry practitioners seeking practical, hands-on expertise using Python.Table of Contents1. Image Restoration and Inverse Problems in Image Processing2. More Image Restoration and Image Inpainting3. Image Segmentation4. More Image Segmentation5. Image Feature Extraction and Its Applications: Image Registration6. Applications of Image Feature Extraction7. Image Classification8. Object Detection and Recognition9. Application of Image Processing and Computer Vision in Medical Imaging10. Application of Image Processing and Computer Vision in Medical Imaging and Remote Sensing11. Miscellaneous Problems in Image Processing and Computer Vision
| Publisher | BPB Publications |
| Publication date | July 31, 2025 |
| Edition | 2nd ed. |
| Language | English |
| Print length | 610 pages |
| ISBN-10 | 9365890039 |
| ISBN-13 | 978-9365890037 |
| Item Weight | 2.28 pounds (1.03 kg) |
| Dimensions | 7.5 x 1.38 x 9.25 inches (19.1 x 3.5 x 23.5 cm) |
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Image Processing and Computer Vision Masterclass with Python: Learn advanced image processing techniques, computer vision fundamentals, and applications - 2nd Edition
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