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 This Pareidolia is a free iOS app that helps you to analyze the  nature of the visual pattern that your brain interprets as faces. We  humans have a tendency to interpret vague visual patterns as  representing something concrete. This psychological tendency is called  Pareidolia. Particularly, we often see faces where there is actually no  face. Psychologists may explain ghost photographs as good examples of  Pareidolia. The photograph of the face on Mars taken by Viking 1 is  another example.     
    
In the Pareidolia app the face-like  visual patterns are called 'Pseudofaces'. The usage of this App is  basically identical to 'Average Face (Mobile Psych Lab - Room 04)'  except that images of pseudofaces are used instead of photographs of  real human faces. Tap the 'Generate Pseudoface' button to open the  pseudoface generator view. In this view, a left-right symmetric pattern  is displayed. This pattern consists of randomly generated ellipses. If  you see a face in the pattern, tap the 'I see a face button'. If not,  tap the 'Regenerate' button.     
    
Adjust the positions of  markers representing a facial structure. They correspond to the facial  contour, eyes, a nose, and a mouth. When finished, 'Register the first  pseudoface.' Repeat the procedure noted above. When the second and  subsequent pseudofaces are registered, an average face of the registered  pseudofaces is generated. Screenshot 3 shows an example of the average  face, which was generated from pseudofaces chosen by me. It's eerie,  isn't it? After averaging many pseudofaces, the generated average face  tends to be blurred except for the pseudofaces' common visual features.      
    
Some psychologists believe that, in the human brain,  there are neural mechanisms specialized for facial analyses. Pareidolia  is a visual illusion induced by such mechanisms. As shown in Screenshot  3, the face mechanism in my own brain seems to rely heavily on the eyes  and the mouth in distinguishing between faces and non-faces. However, it  may not utilize the information about facial contour. Of course,  different interpretations are also possible. And now, use your brain as a  filter to choose pseudofaces, and average them using this App.
  
Download free Pareidolia for iOS.     
Pareidolia file Size 1.46MB.     
Pareidolia Website 
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