Dey Hands-On Image Processing with Python

Expert techniques for advanced image analysis and effective interpretation of image data
1. Auflage 2018
ISBN: 978-1-78934-185-0
Verlag: De Gruyter
Format: EPUB
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)

E-Book, Englisch, 492 Seiten

No detailed description available for "Hands-On Image Processing with Python".

Autoren/Hrsg.

Dey, Sandipan

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Bildsignalverarbeitung
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Computer Vision
• Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Programmier- und Skriptsprachen
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Mustererkennung, Biometrik

Inhaltsverzeichnis

Table of Contents - Getting started with Image Processing
- Sampling Fourier Transform
- Convolution and Frequency domain Filtering
- Image Enhancement
- Image Enhancement using Derivatives
- Morphological Image Processing
- Extracting Image Features and Descriptors
- Image Segmentation
- Classical Machine Learning Methods
- Learning in Image Processing - Image Classification with CNN
- Object Detection, Deep Segmentation and Transfer Learning
- Additional Problems in Image Processing

Über Autor(innen)

Dey Sandipan:
Sandipan Dey is a data scientist with a wide range of interests, covering topics such as machine learning, deep learning, image processing, and computer vision. He has worked in numerous data science fields, working with recommender systems, predictive models for the events industry, sensor localization models, sentiment analysis, and device prognostics. He earned his master's degree in computer science from the University of Maryland, Baltimore County, and has published in a few IEEE Data Mining conferences and journals. He has earned certifications from 100+ MOOCs on data science, machine learning, deep learning, image processing, and related courses. He is a regular blogger (sandipanweb) and is a machine learning education enthusiast.