Diccionario de etiquetas del ámbito militar:

##  [1] "Boat"               "Vehicle"            "Transportation"    
##  [4] "Watercraft"         "Vessel"             "Military"          
##  [7] "Navy"               "Cruiser"            "Ship"              
## [10] "Destroyer"          "Battleship"         "Coast Guard"       
## [13] "Helicopter"         "Aircraft"           "Airplane"          
## [16] "Bomber"             "Warplane"           "Jet"               
## [19] "Sailor Suit"        "Officer"            "Military Uniform"  
## [22] "Police Dog"         "Operating Theatre"  "Swat Team"         
## [25] "Tower"              "Paintball"          "Counter Strike"    
## [28] "Armor"              "Pier"               "Dock"              
## [31] "Port"               "Helmet"             "Lifejacket"        
## [34] "Army"               "Armored"            "Cockpit"           
## [37] "Crash Helmet"       "Hardhat"            "Weapon"            
## [40] "Weaponry"           "Marching"           "Soldier"           
## [43] "Security"           "Sailboat"           "Airfield"          
## [46] "Landing"            "Badge"              "Emblem"            
## [49] "Barge"              "Gun"                "Troop"             
## [52] "Flare"              "Life Buoy"          "Freighter"         
## [55] "Tanker"             "Rotor"              "Yacht"             
## [58] "Propeller"          "Biplane"            "Tank"              
## [61] "Captain"            "Dynamite"           "Bomb"              
## [64] "Cannon"             "Guard"              "Parachute"         
## [67] "Sniper"             "Amphibious Vehicle" "Shooting Range"

Diccionario de etiquetas específicas de armamento antipersonal:

##  [1] "Military"         "Navy"             "Destroyer"        "Battleship"      
##  [5] "Bomber"           "Warplane"         "Military Uniform" "Swat Team"       
##  [9] "Paintball"        "Counter Strike"   "Armor"            "Army"            
## [13] "Armored"          "Weapon"           "Weaponry"         "Soldier"         
## [17] "Gun"              "Dynamite"         "Bomb"             "Cannon"          
## [21] "Sniper"

Diccionario de etiquetas del ámbito social

##  [1] "Advertisement"              "Poster"                    
##  [3] "Crowd"                      "Symbol"                    
##  [5] "Brochure"                   "Flyer"                     
##  [7] "Leisure Activities"         "Medical Imaging X-Ray Film"
##  [9] "Sport"                      "Sports"                    
## [11] "Flag"                       "X-Ray"                     
## [13] "Pet"                        "Canine"                    
## [15] "Clinic"                     "Surgery"                   
## [17] "Dog"                        "Injury"                    
## [19] "Nurse"                      "Senior Citizen"            
## [21] "City"                       "Town"                      
## [23] "Tree"                       "Team"                      
## [25] "Metropolis"                 "Hospital"                  
## [27] "Vegetation"                 "Fireman"                   
## [29] "Police"                     "Soccer"                    
## [31] "Red Cross"                  "Parade"                    
## [33] "Eruption"                   "Ambulance"                 
## [35] "Doctor"                     "Food"                      
## [37] "Female"                     "Flooring"                  
## [39] "Musical Instrument"         "German Shepherd"           
## [41] "Team Sport"                 "CT Scan"                   
## [43] "Lab"                        "Alphabet"                  
## [45] "Lab Coat"                   "Drawing"                   
## [47] "Toy"                        "Costume"                   
## [49] "First Aid"                  "Meal"                      
## [51] "Girl"                       "Woman"                     
## [53] "Baseball Cap"               "Festival"                  
## [55] "Rural"

Diccionario de etiquetas generales

Estas etiquetas resultan bastante generales y por tanto forman un grupo de uso limitado, pero las ponemos aquí por transparencia.

##   [1] Person              Human               Wheel              
##   [4] Machine             People              Hat                
##   [7] Clothing            Apparel             Paper              
##  [10] Text                Water               Building           
##  [13] Architecture        Waterfront          Ferry              
##  [16] Painting            Art                 Outdoors           
##  [19] Vest                Shoe                Footwear           
##  [22] Car                 Automobile          Grass              
##  [25] Plant               Lawn                Park               
##  [28] Palm Tree           Arecaceae           Headphones         
##  [31] Electronics         Headset             Diving             
##  [34] Diver               Face                Monitor            
##  [37] Screen              Display             Furniture          
##  [40] Interior Design     Indoors             Chair              
##  [43] Photography         Photo               Pants              
##  [46] Truck               Van                 Popcorn            
##  [49] Clock Tower         Sea                 Ocean              
##  [52] Nature              Sports Car          Logo               
##  [55] Trademark           Land                Airport            
##  [58] Sleeve              Camera              Video Camera       
##  [61] Jacket              Coat                Bird               
##  [64] Animal              Light               Sky                
##  [67] Train               Adventure           Sunglasses         
##  [70] Accessories         Accessory           Laptop             
##  [73] Computer            Pc                  Computer Keyboard  
##  [76] Hardware            Keyboard            Computer Hardware  
##  [79] Mobile Phone        Phone               Cell Phone         
##  [82] Video Gaming        LCD Screen          Cushion            
##  [85] Boxing              Working Out         Exercise           
##  [88] Fitness             Soccer Ball         Football           
##  [91] Ball                Swimming            Kneeling           
##  [94] Mammal              Factory             Harbor             
##  [97] Flight              Airliner            Summer             
## [100] Jet Ski             Football Helmet     American Football  
## [103] Star Symbol         Collage             Urban              
## [106] Sun                 Sunrise             Sunset             
## [109] Dusk                Red Sky             Dawn               
## [112] Binoculars          Portrait            Family             
## [115] Canoe               Rowboat             Bicycle            
## [118] Bike                Flying              Photographer       
## [121] Business Card       Shorts              School             
## [124] Field               Stadium             Arena              
## [127] Finger              Sitting             Table              
## [130] Desk                Sunlight            Promontory         
## [133] Microscope          Sea Waves           Athlete            
## [136] Ballplayer          Baseball            Softball           
## [139] Oars                Paddle              Kayak              
## [142] Spoke               Motor               Engine             
## [145] Spiral              Coil                Label              
## [148] Document            Hair                Tape               
## [151] Oval                Skateboard          Marina             
## [154] Jeans               Denim               Lawn Mower         
## [157] Tool                Sombrero            Suit               
## [160] Overcoat            Silhouette          Cyclist            
## [163] Moving Van          Word                Potted Plant       
## [166] Pottery             Jar                 Vase               
## [169] Box                 Cardboard           Carton             
## [172] Long Sleeve         Astronaut           Plot               
## [175] Map                 Diagram             Atlas              
## [178] Guitar              Tent                Cap                
## [181] Snorkeling          Arcade Game Machine Shoreline          
## [184] Coast               Beach               Island             
## [187] Lighting            Weather             Office Building    
## [190] Downtown            Tarmac              Asphalt            
## [193] Road                Walkway             Path               
## [196] Condo               Housing             Sketch             
## [199] Plan                Dredger             Tie                
## [202] Number              Pac Man             Modern Art         
## [205] Hangar              Sun Hat             Cowboy Hat         
## [208] TV                  Television          Wheelchair         
## [211] Graduation          Home Decor          Door               
## [214] Glasses             Ct Scan             Huddle             
## [217] Dinghy              Outer Space         Universe           
## [220] Space               Astronomy           Planet             
## [223] Globe               Horse               Pump               
## [226] Gas Pump            Gas Station         Petrol             
## [229] Bonfire             Fire                Flame              
## [232] Smoke               Passport            Id Cards           
## [235] Billboard           Room                Fire Hydrant       
## [238] Hydrant             Pedestrian          Sewer              
## [241] Hydrofoil           Steamer             Meeting Room       
## [244] Conference Room     Audience            Classroom          
## [247] Court               Speech              Lecture            
## [250] Seminar             Graphics            Head               
## [253] Performer           Car Seat            Cleaning           
## [256] Doodle              Sandal              Handwriting        
## [259] Camera Lens         Formula One         Maze               
## [262] Labyrinth           Skin                Sea Life           
## [265] Tire                Electrical Device   Microphone         
## [268] Floral Design       Pattern             Diwali             
## [271] Newspaper           Hand                Game               
## [274] Page                Compass             Wristwatch         
## [277] Beanie              Cat                 Construction Crane 
## [280] Scoreboard          Alloy Wheel         Car Wheel          
## [283] Novel               Book                Holding Hands      
## [286] Kindergarten        Lightbulb           Arm                
## [289] Driving License     License             File               
## [292] Webpage             Doll                Tablet Computer    
## [295] Menu                Surgeon             Diary              
## [298] Football Field      Bus                 Musician           
## [301] Music Band          Brass Section       Horn               
## [304] Rainbow             Floor               Offroad            
## [307] Tuba                Euphonium           Flugelhorn         
## [310] Flood               Bush                Laser              
## [313] Reception           Wood                Tabletop           
## [316] Gliding             Bread               Rope               
## [319] Bungee              Garden              Arbour             
## [322] Soil                Baby                Kid                
## [325] Child               Snake               Reptile            
## [328] Window              Hole                Porthole           
## [331] Package Delivery    Kangaroo            Wallaby            
## [334] Flagstone           Flower              Blossom            
## [337] Flower Arrangement  Icing               Dessert            
## [340] Cake                Cream               Creme              
## [343] Construction        Bow                 Scaffolding        
## [346] Utility Pole        Green               Landscape          
## [349] Panoramic           Scenery             Motorcycle         
## [352] Goggles             Space Station       Cloud              
## [355] Cumulus             Aerial View         Ground             
## [358] Scuba Diving        Aqua Scuba          Fish               
## [361] Headband            Labrador Retriever  Strap              
## [364] Fountain            River               Woodland           
## [367] Forest              Canal               Triangle           
## [370] Snow                Bridge              Sidewalk           
## [373] Pavement            Balloon             Countryside        
## [376] Hut                 Carrot              Vegetable          
## [379] American Flag       Antelope            Wildlife           
## [382] Mud                 Mouse               Skirt              
## [385] Tartan              Plaid               Kilt               
## [388] Patient             Fog                 Shirt              
## [391] Stage               Shipping Container  Handrail           
## [394] Banister            Ceiling Fan         Appliance          
## [397] Aircraft Carrier    Bench               Railing            
## [400] Lobby               Sign                Castle             
## [403] Hook                Golf                Wall               
## [406] Oilfield            Street              Play               
## [409] Yard                Jigsaw Puzzle       Cafeteria          
## [412] Restaurant          Market              Azure Sky          
## [415] Driftwood           Convention Center   Terminal           
## [418] Concrete            Hug                 Dating             
## [421] Cobblestone         Intersection        Freeway            
## [424] Hoop                Bracelet            Jewelry            
## [427] Plywood             Bed                 Sweets             
## [430] Confectionery       Dish                Conifer            
## [433] Fir                 Abies               Turtle             
## [436] Shipwreck           Slope               Antenna            
## [439] Dugout              Shack               Play Area          
## [442] Playground          Evening Dress       Robe               
## [445] Gown                Fashion             Wedding            
## [448] Wedding Gown        Blonde              Teen               
## [451] Hound               Beagle              Bathing Cap        
## [454] Cow                 Cattle              Bottle             
## [457] Wax Seal            Couch               Living Room        
## [460] Baseball Field      Pickup Truck        Neighborhood       
## [463] Tortoise            Shelter             Blazer             
## [466] Drummer             Percussion          Drum               
## [469] Grand Theft Auto    Comics              Heart              
## [472] Cargo               Cabinet             Mouth              
## [475] Lip                 Statue              Sculpture          
## [478] Pizza               Bazaar              Shop               
## [481] Horizon             Caravan             Scientist          
## [484] Mountain            Cliff               Peak               
## [487] Mountain Range      Fruit               Nut                
## [490] Tropical            Ice                 Villa              
## [493] House               Hotel               Planetarium        
## [496] Headrest            Radio Telescope     Telescope          
## [499] Spaceship           Space Shuttle       Carriage           
## [502] Beach Wagon         Wagon               Arch Bridge        
## [505] Arch                Arched              Drawbridge         
## [508] Fire Truck          Pen                 Race Car           
## [511] Warehouse           Patio               Cafe               
## [514] Dinosaur            Volcano             High Rise          
## [517] Spire               Steeple             Laundry            
## [520] Rock                Money               Chicken            
## [523] Fowl                Poultry             Fishing            
## [526] Angler              Applique           
## 806 Levels: Abies Accessories Accessory Adventure Advertisement ... Zebra Crossing

Dato curioso

Hemos agregado la etiqueta Paintball a la lista concerniente a la capacidad armamentista porque las imagenes que tienen asignada esta etiqueta son de este tipo:

Lo cual definitivamente no es un traje de “gotcha” o “paintball”, sino equipamiento militar.

Etiqueta más representada

Como podemos observar, tenemos una etiqueta Human que está en al menos 1000 fotografías. Dicha etiqueta no aporta nada de información de nuestro interés al análisis, y el que esté en 1000 fotografías implica que tenemos demasiado ruido en bastantes elementos de la muestra.

Etiqueta menos representada

Considerando que el filtro de confianza > 65 %, la etiqueta con menos representación aún debe ser mayor a este umbral. La etiqueta que cumple este criterio es Grand Theft Auto (robo de automóvil en inglés), que aparece en 1 sola fotografía. Dada la distancia del significado de la etiqueta VS el dominio del área de estudio, y la cantidad de elementos de la muestra en la que aparece, podemos despreciar el aporte de esta observación individual a este estudio.