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What is Spatial Image Segmentation

Handbook of Research on Machine Learning Innovations and Trends
Partitioning of image field of view into regions of interest.
Published in Chapter:
Detecting Significant Changes in Image Sequences
Sergii Mashtalir (Kharkiv National University of Radio Electronics, Ukraine) and Olena Mikhnova (Kharkiv Petro Vasylenko National Technical University of Agriculture, Ukraine)
Copyright: © 2017 |Pages: 30
DOI: 10.4018/978-1-5225-2229-4.ch017
Abstract
In this chapter the authors propose an overview on contemporary artificial intelligence techniques designed for change detection in image and video sequences. A variety of image features have been analyzed for content presentation at a low level. In attempt towards high-level interpretation by a machine, a novel approach to image comparison has been proposed and described in detail. It utilizes techniques of salient point detection, video scene identification, spatial image segmentation, feature extraction and analysis. Metrics implemented for image partition matching enhance performance and quality of the results, which has been proved by several estimations. The review on estimation measures is also given along with references to publicly available test datasets. Conclusion is provided in relation to trends of future development in image and video processing.
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