For a pair of images,in the pre-processing of satellite images, which step should come first- Radiometric calibration or co-registration?
Answer
Suppose that we have two images that we want to co-register or one image that we want to register to earth:
First step is to remove the errors in each image both geometrically and radiometrically. Each image has some geometric errors due to:
- Earth rotation
- Scan time skew
- Aspect ratio
- Panoramic effect (bowtie error)
- Earth curvature
These errors will cause the pixels to drift during image acquisition and so will effect radiometric information. So when we are removing (transferring the pixels to their correct position in image) these geometric errors, we should do radiometric interpolation, too. Radiometric interpolation can be done through:
- Bilinear interpolation
- Bicubic interpolation
- Nearest Neighbor
Also if the two images have different sizes, we should resize them in this step through the above interpolation techniques.
Second step is to co-register (determining the mathematical transformation between two image) the images. This can be done through different ways. One of them is to register both images to earth. When both images are registered to earth (the same reference system), they'll be coregistered to each other.
Different mathematical models are used for registeration based on different factors including the type of the sensor that is used to acquire the images. One of them that is used in HRSI images is terrain independent RPC coefficients
Thus we always remove the errors in each image first (calibration of each image) and then co-register them. This is true for all kinds of images in remote sensing including PolSAR, InSAR, Hyperspectral and Multispectral images.
Two images are co-registered when both of them are free of errors
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