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Each heatmap was formed by counting the number of images that contained a face centered at each pixel and then convolving the resulting 2D histogram with a Gaussian kernel.
Fifty percent of all pictures within each category contained a face.
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The survey contained a face-to-face interview and an oral health examination.
In fact, around 20% of nudity-containing streams also contain a face.
£29.99, Yes! Nurse 7. Bulldog skincare kit Pamper him this Christmas with this fabulous wash kit that contains a face wash, moisturiser and face scrub.
Modern approaches for face detection use machine learning techniques to automatically determine if an image patch contains a face.
The aim of this step which includes scaling, intensity normalization, and size equalization, is to have images, which only contain a face, expressing a certain emotion.
Each experiment was recorded as a video and each video comprises several images (some of them contain a face and others not, depending on the user skills at the time employed to take the self-photo).
Researchers from Google and Stanford University consider the problem of building high-level, class-specific feature detectors from only unlabeled data, and train a face detector on a cluster with 1,000 machines (16,000 cores) for three days, without having to label images as containing a face or not.
In other words, the possible areas of the eye region in the detection window that could possibly contain a face can be circled, as shown in Figure 3. Figure 3a shows the possible areas of the eye region when the size N of the detection window is odd, whereas Figure 3b shows those when N is even.
The mutual information was computed as [29]: <img src="http://journals.plos.org/plosone/article/asset?id=info?doi/10.1371/journal.pone.0003978.e001.PNG" class= inline-graphic"/> Here F is a binary variable indicating whether a given fragment was present in an image or not and C is a binary variable indicating whether the image contains a face or not.
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