Hands-On Image Processing and Computer Vision with Python
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Hands-On Image Processing and Computer Vision with Python, Packt Publishing
From image processing fundamentals to modern computer vision and generative AI
Von Sandipan Dey, im heise shop in digitaler Fassung erhältlich
Produktinformationen "Hands-On Image Processing and Computer Vision with Python"
Analyzing and understanding visual data has become essential in modern
applications such as healthcare, security, remote sensing, manufacturing, and
digital media. This book provides a hands-on guide to image processing and
computer vision using Python, following a practical approach that bridges theory
with implementation.
As you progress through the chapters, you will develop proficiency in Python 3
and implement algorithms spanning classical image processing, modern computer
vision, and state-of-the-art (SOTA) deep learning and generative AI. The book
covers image enhancement, restoration, filtering, segmentation, feature
extraction, classification, and object detection using libraries including
NumPy, OpenCV, PIL, SciPy, scikit-image, scikit-learn, TensorFlow, Keras, and
PyTorch.
Advanced chapters introduce CNNs, Vision Transformers, transformer-based
segmentation, modern detection frameworks, GANs, diffusion models, foundation
models, image-to-image translation, super-resolution, and multimodal
vision-language understanding. Real-world applications span medical imaging,
remote sensing, banking, augmented reality, autonomous driving, industrial
inspection, and intelligent visual analytics. By the end of the book, you will
be equipped to design and implement real-world visual computing solutions.
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Artikel-Details
- Anbieter:
- Packt Publishing
- Autor:
- Sandipan Dey
- Artikelnummer:
- 9781837634897
- Veröffentlicht:
- 30.06.26
- Seitenanzahl:
- 1284