an image is worth more than a thousand favorites: surfacing the hidden beauty of flickr pictures
TRANSCRIPT
Evaluate the beauty of the picture, NOT the beauty of the subject
Instruc]ons Examples for each score
Large ground truth of aesthe]c scores made by non-‐expert di.unito.it/beautyicwsm15
10K photos
60Kscores
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aver
age
# favorites
CommentsPoolTags
unpopular items rarely receive social feedback
PARTIAL LEAST SQUARES REGRESSION
CrowdBeauty
CROWDSOURCED DATASET
COMPOSITIONAL VISUAL FEATURES
Photographic Rules
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1.5
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people urban nature animals
Unpopular Popular CrowdBeauty
CrowdBeauty Evalua]on Av
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auty
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1.5
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3.5
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people urban nature animals
CrowdBeauty CVBaseline
CrowdBeauty Evalua]on Av
erag
e be
auty
sco
re