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* Output detected region.
For each detected region the color set, the area and the localization are stored.
Even though several papers in the literature examined the BioID dataset; however, comparing the result still a daunting problem since different methods of evaluation are used (i.e., the method that decides whether the detected region is a face or not).
Rather than classic shrinkage of the coefficients in transform domain, we propose to iteratively subtract a quantized residual from the reconstructed signal (or original signal in the first step) in the detected region.
Therefore, in the proposed algorithm, we not only choose 16 × 16 but also 16 × 8 or 8 × 16 block size for RDO calculation if the detected region is homogeneous.
Although these assays should be useful in the current outbreak for rapid detection and discrimination of the novel H1N1 from swine H1N1 and other human seasonal H1N1 viruses, further design improvement is suggested to match possible sequence variations in the detected region along with the course of the epidemic.
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The detected regions were treated as candidate human regions.
Thirdly, extract local binary patterns (LBP) of detected regions having feature vector size (1 × 59).
In tracking, we are spatially locating these detected regions in time.
Positively detected regions are highlighted by red contours in (b) and (d).
Finally, both detectors are combined by morphological reconstruction filtering to keep the skin regions whilst removing wrongly detected regions.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com