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Weights are assigned based on a kernel size, which can be either fixed or adaptive.
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Unless stated otherwise a kernel size of 30 kb was used in this paper.
where v ^ σ ( X, X ) = v ^ σ ( Y, Y ) = 1 n ∑ i = 1 n G σ 2 ( 0 ) is a constant that depends only on the kernel size σ and is denoted herein by κ σ, and V ^ σ ( X, X ) and V ^ σ ( Y, Y ) are the IP estimators for X and Y, respectively.
The first filtering step is calculated from the original image I, as follows: (7) A 1 = uniform [ I, (2 σ P S F + 1 ) ] − uniform [ I, (2 × (2 σ PSF + 1 ) ) ] where uniform[ image,q] represents a uniform filter process with a square kernel size q operating on the 2-D matrix image.
In some applications, the amount of data transferred to or from the GPU will be constant, and does not depend on the kernel size (e.g., some graph analysis kernels require the complete graph in the device memory for different sized loads).
We further divided the endosperm abortion kernels into three classes depending on kernel size and degree of development: (i) abortion in early stage, showed wizened and non-expanded episperm and small size; (ii) abortion in middle stage, with wizened and slightly expanded episperm with small size; (iii) abortion in latter stage, carrying wizened and partly expanded episperm with small size.
Depending on kernel size and p value, the total number of statistically significant CISs varies.
The cache simply stores the incoming data up to the fifth row, since the core image filtering is done on a 5 × 5 kernel size.
The kernel density maps were created using a spatial resolution of 100 meters and a search radius (kernel size) of 1000 meters via the software ArcGIS.
A heuristic time-variable kernel size, based on the previous results, performs on par with the least squares fixed kernel size.
Smoothing of grey matter images used a 6 mm kernel size.
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