Hands-On Image Processing and Computer Vision with Python. From image processing fundamentals to modern computer vision and generative AI - Second Edition Sandipan Dey
angielski
- Autor:
- Sandipan Dey
- Serie wydawnicze:
- Learning
- Wydawnictwo:
- Packt Publishing
- Ocena:
- Stron:
- 770
- Dostępne formaty:
-
PDFePub
Opis
książki
:
Hands-On Image Processing and Computer Vision with Python. From image processing fundamentals to modern computer vision and generative AI - Second Edition
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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Szczegóły książki
- Tytuł oryginału:
- Hands-On Image Processing and Computer Vision with Python. From image processing fundamentals to modern computer vision and generative AI - Second Edition
- ISBN Ebooka:
- 978-18-376-3489-7, 9781837634897
- Data wydania ebooka :
-
2026-06-30
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