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teaching:saliency:saliency_assignment [2019/09/21 14:43] – created anthonyteaching:saliency:saliency_assignment [2019/09/22 09:02] (current) anthony
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 ====== Attentional saliency in images ====== ====== Attentional saliency in images ======
  
-[[teaching:saliency:saliency_instructions|Instructions given to students]]+[[teaching:methods|Back to teaching methods main page]]
  
 +\\
 +Students pick an image and circle regions that appear to draw attention to themselves: salient regions.  
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 +The instructor runs the images through the Itti-Koch saliency algorithm, which marks pixels that ought to jump out at viewers because they represent regions that are different from their surroundings.
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 +\\
 +[[teaching:saliency:saliency_instructions|Background and instructions given to students]]
 +
 +\\
 +[[https://github.com/acate/saliency_maps|Github page for source code]]
 +
 +\\
 +===== Sample results =====
 +
 +\\
 +The algorithm identifies image regions that stand out based on several basic visual features, including color, intensity and edge orientation.
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 +{{:teaching:saliency:person18_fig.png|}}
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 +\\
 +It sometimes appears that the algorithm is picking out complex objects that are similar to what humans ultimately notice ... 
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 +
 +{{:teaching:saliency:person15_fig.png|}}
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 +{{:teaching:saliency:person1_fig.png|}}
 +
 +
 +... however, the algorithm actually works in "local" fashion based on small, often meaningless visual differences.  
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 +{{:teaching:saliency:person9_fig.png|}}
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 +{{:teaching:saliency:person11_fig.png|}}
  
teaching/saliency/saliency_assignment.1569091420.txt.gz · Last modified: by anthony