Image Analysis

Image analysis denotes the automated extraction of explicit information from images. This involves a variety of tasks like image classification, semantic segmentation or object detection. The automation of these tasks is usually based on both image processing techniques and machine learning models. While image processing is mostly used to perform preprocessing steps like noise reduction, color correction or feature extraction, the high-level tasks are often approached using machine learning. This qualification line guides you through basic to advanced topics on the way to machine learning for image analysis.


General concepts of digital images

[notebook] Image representation and processing in Python

[notebook] Python - Implementing a convolution

Image preprocessing

[notebook] RGB & HSV, color space transformations in Python

Machine learning concepts for high-level tasks

[] Convolutional Neural Networks