Multispectral segmentation
Multispectral segmentation is a process used in image processing and remote sensing to divide an image into multiple segments, or sets of pixels, based on spectral characteristics. This technique is particularly useful in the analysis of multispectral images, where each pixel has a value for each of several different spectral bands.
Overview
Multispectral segmentation is a type of image segmentation that is specifically designed for use with multispectral images. These images contain more than one spectral band, with each band representing a different range of wavelengths of light. The segmentation process groups together pixels that have similar values across all of the spectral bands. This can be useful in a variety of applications, including remote sensing, medical imaging, and agricultural imaging.
Process
The process of multispectral segmentation involves several steps. First, the image is divided into a grid of pixels. Each pixel has a value for each spectral band in the image. These values are then used to calculate a measure of similarity between each pair of pixels. This similarity measure is used to group together pixels that have similar spectral characteristics. The result is a set of segments, each of which consists of a group of pixels with similar spectral characteristics.
Applications
Multispectral segmentation has a wide range of applications. In remote sensing, it can be used to identify different types of vegetation, bodies of water, and other features in satellite images. In medical imaging, it can be used to identify different types of tissue in an image. In agricultural imaging, it can be used to identify areas of a field that are suffering from disease or pest infestation.
See also
References
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Contributors: Prab R. Tumpati, MD