Google Cloud Vision: Devex Article Images 2016
| # Script to get Google CLoud Vision annotations for a bunch of images | |
| # Images in /images are expected to be also present in the specified GCS bucket | |
| # | |
| # setup: | |
| # gem install google-cloud-vision | |
| # export GOOGLE_CLOUD_PROJECT="XX-XX" | |
| # export GOOGLE_CLOUD_KEYFILE="~/path/to/XX-XX.json" | |
| # | |
| require 'google/cloud/vision' | |
| vision = Google::Cloud::Vision.new | |
| results = [] | |
| puts 'Looking at pictures' | |
| Dir['images/*'] | |
| .each do |f| | |
| begin | |
| annotation = vision.annotate vision.image("gs://retroretro/#{f}"), | |
| labels: true, | |
| landmarks: true, | |
| logos: true, | |
| faces: false, | |
| text: false | |
| data = { | |
| labels: | |
| annotation.labels.select { |l| l.score > 0.8 }.map(&:description), | |
| landmarks: | |
| annotation.landmarks.select { |l| l.score > 0.8 }.map(&:description), | |
| logos: | |
| annotation.logos.select { |l| l.score > 0.8 }.map(&:description) | |
| } | |
| if data[:labels].count > 0 || data[:landmarks].count > 0 || data[:logos].count > 0 | |
| results << data | |
| print '.' | |
| else | |
| print '-' | |
| end | |
| rescue StandardError => e | |
| puts e.message | |
| print 'x' | |
| end | |
| end | |
| puts '' | |
| puts 'Writing down thoughts' | |
| File.write('results.json', results.to_json) | |
| puts 'Done, bye.' |
| # Script to analyze Google Cloud Vision annotation results | |
| # produced by look_at_images.rb | |
| # | |
| # Result file is expected to have the following structure: | |
| # [ | |
| # { | |
| # "labels": ["photograph","person","blue","man","male"], | |
| # "landmarks": [], | |
| # "logos":[] | |
| # }, | |
| # { | |
| # "labels": ["person","green"], | |
| # "landmarks": ["eiffel-tower"], | |
| # "logos":["usaid"] | |
| # } | |
| # ] | |
| # | |
| results_json = File.read('results.json') | |
| require 'json' | |
| results = JSON.parse(results_json, symbolize_names: true) | |
| label_counts = Hash.new(0) | |
| landmark_counts = Hash.new(0) | |
| logo_counts = Hash.new(0) | |
| results.each do |result| | |
| result[:labels].each { |label| label_counts[label] += 1 } | |
| result[:landmarks].each { |landmark| landmark_counts[landmark] += 1 } | |
| result[:logos].each { |logo| logo_counts[logo] += 1 } | |
| end | |
| def print_top(counts_hash, type) | |
| puts '', '%' * 60, "#{type.ljust(50)} count", '-' * 60 | |
| counts_hash | |
| .sort_by(&:last) | |
| .last(50) | |
| .reverse | |
| .each { |k, v| puts "#{k.ljust(50)} #{v}" } | |
| puts '' | |
| end | |
| print_top(label_counts, 'LABEL') | |
| print_top(landmark_counts, 'LANDMARK') | |
| print_top(logo_counts, 'LOGO') |
| [ | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "child" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "green", | |
| "snapshot" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text", | |
| "line" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "man", | |
| "child" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text", | |
| "font" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "social group", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "auditorium" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "metropolitan area", | |
| "skyscraper", | |
| "metropolis", | |
| "skyline", | |
| "city", | |
| "transport", | |
| "cityscape", | |
| "urban area", | |
| "landmark", | |
| "human settlement" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "aerial photography", | |
| "town", | |
| "city", | |
| "cityscape", | |
| "metropolis", | |
| "photography", | |
| "residential area", | |
| "bird's eye view", | |
| "skyline", | |
| "neighbourhood", | |
| "urban area", | |
| "human settlement" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "crowd", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "social group" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "room" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "landmark", | |
| "city", | |
| "urban area" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "crowd", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "market", | |
| "public space", | |
| "city" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "audience" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "smartphone", | |
| "mobile phone", | |
| "blue" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "library", | |
| "building", | |
| "room" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "house", | |
| "property", | |
| "neighbourhood", | |
| "building", | |
| "architecture", | |
| "residential area" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "man made object", | |
| "transport", | |
| "structure" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "mountainous landforms", | |
| "sky", | |
| "mountain", | |
| "geographical feature", | |
| "landform", | |
| "wilderness", | |
| "mountain range", | |
| "natural environment", | |
| "road", | |
| "grassland", | |
| "horizon" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "crowd" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "flag", | |
| "blue", | |
| "flag of the united states" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "photograph", | |
| "person", | |
| "man" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "amusement park" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text", | |
| "font" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "crowd", | |
| "people", | |
| "audience" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "green" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "agriculture" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "tower block", | |
| "landmark", | |
| "skyscraper", | |
| "urban area", | |
| "architecture", | |
| "city" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "blue" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "speech" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text", | |
| "font" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "transport" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "chandelier", | |
| "light fixture", | |
| "light" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "display device" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "speech" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "child" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text", | |
| "font" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "human positions" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "writing" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "town" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "cash" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "blue", | |
| "audio equipment" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "photograph", | |
| "snapshot", | |
| "photography", | |
| "lady", | |
| "girl", | |
| "beauty" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "red", | |
| "flag", | |
| "flag of the united states" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "clothing", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "demolition", | |
| "geological phenomenon" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "agriculture" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "river", | |
| "water" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "agriculture" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "speech" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "crowd", | |
| "protest", | |
| "people", | |
| "demonstration" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "close up" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "social group", | |
| "person", | |
| "man", | |
| "senior citizen" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "facial expression", | |
| "face", | |
| "person", | |
| "senior citizen", | |
| "nose", | |
| "smile" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "speech", | |
| "academic conference" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "public speaking", | |
| "speech" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "web page", | |
| "text" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "cartoon" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "red" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "wind farm", | |
| "wind turbine", | |
| "windmill" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "finger" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "sea" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "blue" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "social group" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "bicycle", | |
| "cycling", | |
| "road", | |
| "vehicle" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "ceremony" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "money", | |
| "cash" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
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| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "landmark", | |
| "structure" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "statue", | |
| "sculpture", | |
| "monument" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "red" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "harbor", | |
| "city", | |
| "vehicle", | |
| "container ship" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "market", | |
| "marketplace", | |
| "city", | |
| "public space", | |
| "geographical feature", | |
| "vendor", | |
| "human settlement" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "font" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "blue", | |
| "font" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "crowd", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "market", | |
| "marketplace", | |
| "city", | |
| "public space", | |
| "vendor", | |
| "human settlement" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "man" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text", | |
| "handwriting" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "supermarket", | |
| "grocery store", | |
| "retail", | |
| "aisle", | |
| "convenience store", | |
| "building" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "color", | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text", | |
| "font" | |
| ], | |
| "landmarks": [], | |
| "logos": [ | |
| "Charlie Hebdo" | |
| ] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "facial expression", | |
| "face", | |
| "person", | |
| "black and white" | |
| ], | |
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| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "text", | |
| "font" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "gadget" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "slum" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "road", | |
| "highway" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "office equipment" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "crowd" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "hair", | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "public speaking", | |
| "person", | |
| "speech" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "crowd", | |
| "people" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "people", | |
| "crowd" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "academic conference" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "speech" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "transport" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "property" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "green" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "person", | |
| "speech" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "red" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "facial expression", | |
| "hair", | |
| "face", | |
| "person", | |
| "blond", | |
| "nose", | |
| "woman", | |
| "cheek", | |
| "smile", | |
| "girl", | |
| "close up", | |
| "photography", | |
| "beauty", | |
| "lady" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "sky", | |
| "blue", | |
| "structure", | |
| "landmark", | |
| "skyscraper", | |
| "cloud", | |
| "urban area", | |
| "reflection", | |
| "city" | |
| ], | |
| "landmarks": [], | |
| "logos": [] | |
| }, | |
| { | |
| "labels": [ | |
| "habitat", | |
| "nature", | |
| "reflection", | |
| "river", | |