Parent Topic: AVHRCOR

RESAMPLING

Resampling is the process of sampling one or more input pixels to create one output pixel (this is distinct from the transform phase, which merely determines where the output pixel lies on the input image). In general, resampling is accomplished by taking a weighted average of a small window of input pixels around some point determined by the transform phase. The quality of the corrected output image and the time required in calculation is highly dependent on the resampling method chosen. AVHRCOR offers four of the more popular resampling methods: Nearest Neighbour, Bilinear Interpolation, Cubic Convolution, and Sin(x)/x.

NEAREST NEIGHBOUR: This method takes the single input pixel nearest to the transformed point as the resampled output pixel. Advantages are: very low computational cost, and the fact that the input pixel grey levels are not altered by averaging (this is important if you are registering theme or classified data). Disadvantages are: the output image may be jagged and blocky in appearance if there is much rotation or scaling.

BILINEAR INTERPOLATION: This method takes a weighted average of the four input pixels around the transformed point. Advantages are: low computational cost and relatively smooth output images. Disadvantages are: the output image may appear slightly blurred.

CUBIC CONVOLUTION: This is the 4-point classic method. This variation of cubic convolution uses a 4-by-4 window of input pixels. This method is closer to the perfect sin(x)/x resampler than nearest neighbour or bilinear interpolation. Advantages are: output image which is smooth and sharp. Disadvantages are: high computational cost.

SIN(X)/X: REGPRO the sin(x)/x resampler using either an 8 x 8 or 16 x 16 window. Advantages are: output image which is smooth and sharp. Disadvantages are: very high computational cost. Using an 8 x 8 window should be about two to four times slower than CUBIC CONVOLUTION. Using a 16 x 16 window should be about four to sixteen times slower than CUBIC CONVOLUTION.


Parent Topic: AVHRCOR
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