Lecture 8 - Introduction to image processing 2 Flashcards
Atmospheric correction
Process of removing the influence of the atmosphere on the imagery
Methods of atmospheric correction
- Dark Object Subtraction method
- Empirical line method
- Radiative Transfer models
What does Dark Object subtraction method involve?
Identify pixel values of low reflectance areas
e.g Dark shadows and clear water
Lowest pixel value in visible and NIR are approximation to atmosphere path radiance.
Assumes these surfaces should have zero reflectance
So near zero value due to scattering
Near zero e.g 4 is due to atmospheric scattering so subtract this from imag e get corrected image.
Limitation: doesn’t account for the spatial variation of the atmosphere.
What does empirical line method involve?
Selection of one dark and one bright target.
Ground reflectance measured using field radiometer
- Sensor radiance computed from image is compared with ground reflectance
What do radiative transfer models involve?
- Geometrical conditions e.g View/Solar angles
- Atmospheric model for gaseous components
- Aerosol model
- Spectral condition
- Ground reflectance
What does geometric correction involve?
Transforming the x-y dimensions of a remotely sensed image so that it has the same scale and project properties of a selected map projection
Ground Control Point
Matching points on an image with corresponding map co-ordinates
Image Re-sampling
Re-sampling is used to assign a DN value to the output matrix pixel – determined on the basis of the pixel values which surround its transformed position in the original input image matrix
Types of image re-sampling
- Nearest neighbour
- Bilinear interpolation
- Cubic convolution
Nearest Neighbour
Uses the value of the closes input pixel for the output pixel value.
Retain original value
Bilinear Interpolation
Uses the weighted average of the nearest four pixels to the output pixel.
More spatially accurate
Cubic Convolution
Uses the weighted average of the nearest sixteen pixels to the output pixel.
Can both sharpen and smooth out noise