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"https://chairish-prod.freetls.fastly.net/image/product/sized/f8d905b6-6c37-4378-a1bd-946584db05ee/design-within-reach-ivory-slipper-chairs-a-pair-0773?aspect=fit&width=640&height=640" | "Metal Design Within Reach Ivory Slipper Chairs - a Pair For Sale - Image 7 of 10
" |
"https://www.abc.net.au/news/image/9329676-3x2-940x627.jpg" | "Two syringes and a small vial of vaccine.
" |
"https://i.pinimg.com/originals/18/34/e4/1834e46cb57a3651812b47d1678e02ec.jpg" | "The source of Anime quotes & Manga quotes : Photo <PERSON>, Manga Quotes, Art Images, Fan Art, Thoughts, Think, Anime, Crying, Random
" |
"https://medialibrarycdn.entrata.com/media_library/13202/58ffa1faa4839101.jpg" | "Image of Stained Concrete Flooring Throughout for The Towers Seabrook
" |
"https://solarpoweredblonde.com/wp-content/uploads/2019/06/24.jpg" | "Drone shot of Green Bowl beach and two people on the sand and sea around
" |
"https://s.yimg.com/ny/api/res/1.2/LExBAQwpEsLWM2pLzfyKeg--~A/YXBwaWQ9aGlnaGxhbmRlcjtzbT0xO3c9ODAw/https://media-mbst-pub-ue1.s3.amazonaws.com/creatr-uploaded-images/2019-10/7b3c0c70-ee2e-11e9-abff-add6ecb11e93" | "<PERSON> with Bindi, <PERSON> and <PERSON> before he left the zoo, and lost contact with his late son's family. Photo: Getty Images
" |
"https://cdn0.weddingwire.com/reviews/photos/5/1/1/0/r10_2x_970115.jpg" | "The wedding of <PERSON> and Ashleigh McDonald Photography 11
" |
"https://media.voltron.voanews.com/Drupal/01live-166/styles/892x501/s3/2019-04/FDB809C7-5B83-4E95-9DB7-C5EFF4B01220.jpg?itok=eeJnOpfE" | "An artist rendering shows Supreme Court Justices from left, <PERSON>, <PERSON>, <PERSON>, <PERSON>, Chief Justice <PERSON>, <PERSON>, <PERSON>, <PERSON>, and <PERSON> inside Supreme Court in W
" |
"https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1496486557171364" | "'(Day 10) <PERSON>'s team clinches the BAT Grad Academy's 'Best Place to Work For' award at the business simulation!'' Do you aspire to work in top global company? Look no further. BAT is well known for being one of the world's best companies to work at, certified as a Top Employer around the world. BAT Malaysia has also won several HR excellence awards, leading in several categories including Employee Engagement and Best Companies to Work for in Asia. This is testament to the initiatives and efforts invested into their people agenda.'
" |
"https://cdn.newsapi.com.au/image/v1/6a3f6ca036579df334b1a84a022b635a?width=650" | "Sacramento Kings forward <PERSON>, centre, battles for the ball against Golden State Warriors' <PERSON>, left, and <PERSON>.
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"https://photos.zillowstatic.com/cc_ft_576/ISeo76xoz50g891000000000.jpg" | "Another view of Family room looking into kitchen and foyer.
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"https://assets.nst.com.my/images/articles/18nt23sunway_1531880949.jpg" | "(File pix) BSc (Hons) Biomedicine pro gramme leader Dr <PERSON> <PERSON> says the programme offers students opportunities for professional and personal growth in biomedical sciences.
" |
"https://i.pinimg.com/originals/ca/2e/ed/ca2eed6d9f40731aecbdea1b45a86f6b.jpg" | "Peterbilt 359 custom built show me how to find this Large Cars kits . Thanks Linton. Rc Cars And Trucks, Big Rig Trucks, Semi Trucks, Peterbilt 359, Peterbilt Trucks, Rc Model, Model Kits, Truck Scales, Plastic Model Cars
" |
"https://thestylebungalow.com/wp-content/uploads/2020/03/The_Style_Bungalow_Home-51-scaled.jpg" | "<PERSON> shares her Spring Cleaning My Master Closet on The Style Bungalow
" |
"https://d2fzf9bbqh0om5.cloudfront.net/images/459153/main/rebelsmarket_long_off_the_shoulder_summer_maxi_dress_boho_style__dresses_2.jpg?1495112763" | "Long Off The Shoulder Summer Maxi Dress Boho Style
" |
"https://cdn.clipart.email/4428a4869e30c5f87f1b66bb71812d71_a-cartoon-grandma-with-an-angry-expression-royalty-free-cliparts-_1030-1300.jpeg" | "A Cartoon Grandma With An Angry Expression
" |
"https://www.eastcoastrapist.com/wp-content/uploads/2019/05/catfish-hook-setup-circle-hooks-vs-octopus-hooks-inline-circle-hooks-how-to-set-a-circle-hook-circle-hook-vs-j-hook-712x712.jpg" | "Medium Size of Catfish Hook Setup Circle Hooks Vs Octopus Hooks Inline Circle Hooks How To Set A Circle Hook Circle Hook Vs J Hook Hooks Circle Hooks Size Chart
" |
"https://cdn1.img.sputniknews.com/img/104533/95/1045339554_0:0:3500:2266_705x456_80_0_0_d8c63c978ff97b72de16e5c834ffb615.jpg" | "Britain's Prime Minister <PERSON> (L) greets Myanmar's First and incumbent State Counsellor and Leader of the National League for Democracy <PERSON> outside 10 Downing Street, in London September 13, 2016.
" |
"https://image.shutterstock.com/image-illustration/original-hand-drawn-black-white-600w-1153857319.jpg" | "Original hand drawn black and white illustration, flying eagle with a snake in claws.
" |
"https://happygamer.com/wp-content/uploads/2019/11/fa6ab005227d25bf19d02ca58f00cabc-768x432.jpg" | "God Of War Director Wants To See His Game Adapted For A Netflix-Like Series In The Future
" |
"https://cdn.wallpapersafari.com/49/83/buvYoD.jpg" | "<PERSON> pink is the new black 600x408
" |
"https://cdn.shopify.com/s/files/1/0898/1228/products/487785379_13b6163f-46fd-4bac-9a9a-3ffb4de7661d_x700.jpg?v=1534384780" | "A Seamless Background Pattern With Quirky Watercolor Birds, Butterflies, And Abstract Florals, Hand Painted On White Background Canvas Wall Art Print
" |
"http://www.judytran.com/wp-content/uploads/fairmont-hotel-wedding-photography-0058.jpg" | "Persian Wedding Ceremony at the Fairmont Hotel
" |
"https://livesimply.me/wp-content/uploads/2018/08/real-food-lunch-ideas-LU5A1662-1024x683.jpg" | "This week I'm going to share 20 ideas with you. 20 different lunchbox ideas. Packing school lunch is about nourishment.
" |
"https://a.1stdibscdn.com/archivesE/upload/v_4873/1532983666798/IMG_1638_master.JPG?width=768" | "The Scotch House Vintage Black Velvet Scottish Kilt Style Jacket 3
" |
"https://www.realbanknotes.com/upload/35/Bulgaria_p94a_2_Leva_1974_b.jpg" | "Reverse side of Bulgaria banknote, 2 Leva, pick 94a from the year 1974
" |
"https://i.weddingomania.com/2018/07/03-The-bride-was-wearing-a-chic-lace-embellished-dress-by-Claire-Pettibone-and-a-long-veil-750x496.jpg" | "The bride was wearing a chic lace embellished dress by <PERSON> and a long veil
" |
"https://www.ambergristoday.com/sites/default/files/archived_images/Social%20Scene/2018/12/03/caribbean-cup-ball-hockey-09.jpg" | "The Caribbean Coconut Cup hockey championship Ball Hockey Tournament starts tonight at San Pedro High School Auditorium. Come enjoy and support island sports. Something new to San Pedro. Cheer on the local <PERSON> as they go head to head against Canada's Tropical Knights.
" |
"https://images.cdn4.stockunlimited.net/clipart450/cute-air-stewardess-sitting-on-a-crescent-moon-wishing-goodnight_1276106.jpg" | "Girl sleeping : Cute air stewardess sitting on a crescent moon wishing goodnight
" |
"https://i1.wp.com/ketohappened.com/wp-content/uploads/2017/05/chuttersnap-PYBmNk304G4-unsplash.jpg?resize=760%2C400&ssl=1" | "Nuts on a Keto Diet
" |
"https://images.save-the-date-cards.org/us127_image_lavender_flower_watercolor_yellow_save_the_date_announcement_postcard-r3bb75693398d41a28bd3cb13446b3607_b8ubx_425.jpg" | "Lavender Flower Watercolor Yellow Save the Date Announcement
" |
"https://thumbs.dreamstime.com/b/playa-esmeralda-holguin-cuba-view-top-beach-beautiful-caribbean-sea-turquoise-playa-esmeralda-holguin-114428373.jpg" | "Playa Esmeralda in Holguin, Cuba. The view from the top of the beach. Beautiful Caribbean sea turquoise.
" |
"https://i.pinimg.com/originals/22/76/47/22764721510abe7230d6475ef931773e.jpg" | "`` 50 Days of an Old Hollywood Christmas - <PERSON> '' Christmas Past, Retro Christmas, Vintage Holiday, Christmas Photos, Christmas Stars, Christmas Classics, Christmas Greetings, Christmas Gifts, Celebrating Christmas
" |
"https://ih1.redbubble.net/image.757618739.5733/ra,classic_tee,x2000,101010:01c5ca27c6,front-c,200,112,1000,1000-bg,f8f8f8.u1.jpg" | "Save The Straws Classic T-Shirt
" |
"https://thumbs.dreamstime.com/b/zebra-western-old-town-illustration-79981270.jpg" | "Zebra in the western old town. Illustration stock illustration
" |
"https://www.wisefamousquotes.com/images/idol-quotes-by-billy-idol-238309.jpg" | "Idol Quotes By <PERSON> isn't art, it's the way ordinary people
" |
"https://images.squarespace-cdn.com/content/v1/5538093ee4b03617ab8aef9d/1495842647203-4BWOV5XH2KMHK9LF4IO1/ke17ZwdGBToddI8pDm48kDy_MNA6ibH11I468aiVR9R7gQa3H78H3Y0txjaiv_0fDoOvxcdMmMKkDsyUqMSsMWxHk725yiiHCCLfrh8O1z5QPOohDIaIeljMHgDF5CVlOqpeNLcJ80NK65_fV7S1UfYCWMw0fqBZMxr4hi3TpblJt1DIW5hRfVS5mO3ve_HqiNuCulDNLYPXCy8JiF59IQ/image-asset.jpeg" | "Curator <PERSON> looks on as we consider paintings in a shared studio space
" |
"https://assets.catawiki.nl/assets/2017/10/27/e/d/6/ed67be23-0e72-451c-9093-27a225d4720e.jpg" | "Cabinet clock -- oak -- Junghans - from the 1920s-1930s
" |
"https://ih1.redbubble.net/image.446612707.0540/st,small,507x507-pad,600x600,f8f8f8.u1.jpg" | "Winter at the Grand Canyon Sticker
" |
"https://cdn2.f-cdn.com/contestentries/1459960/29687932/5c1d31703669d_thumb900.jpg" | "Contest Entry # 193 for Design a logo for a Digital Bank focusing on Businesses
" |
"https://i.pinimg.com/originals/d9/41/b5/d941b5e68d9fdeb08d3b90ff76229f93.jpg" | "Planning your daughters bedroom? Take a look at <PERSON>'s Pastel Toddler Girl Room for inspiration. Pink Toddler Rooms, Decorating Toddler Girls Room, Big Girl Rooms, <PERSON>, Sister Room, Girl Decor, Girls Bedroom, Bedroom Decor, My New Room
" |
"https://i.kym-cdn.com/photos/images/original/001/267/017/db1.jpg_large" | "``i don't know who's behind this door and i don't know why you're invading my home, but i am prepared to defend myself and my family.'' text cartoon nose line
" |
"https://northatlanticdrift.com/wp-content/uploads/2019/07/72-All-New-Honda-Civic-Kombi-2020-Pictures.jpg" | "72 All New Honda Civic Kombi 2020 Pictures
" |
"https://i.pinimg.com/originals/62/2b/56/622b56f4a43b65dd1d84abd6fcf360ed.jpg" | "In the region of photon sphere black hole doesn&;t let light to escape from it and do not pull them &; In the region of photon sphere black hole doesn&;t let light to escape from it and do not pull them (...) backgrounds moon Wallpaper Space, Galaxy Wallpaper, Wallpaper Backgrounds, Man Wallpaper, Phone Backgrounds, Mobile Wallpaper, Light Rays, Galaxy Art, Moon Art
" |
"https://i.pinimg.com/originals/cc/18/d3/cc18d3ac472f6e2b7a512d3b53aa4d98.jpg" | "<PERSON> is rightly the role model of many Indian girls <PERSON>, Celebs, India Actor, Modern Feminism, Actor Quotes, Film Academy, Becoming A Model, Woman Movie, <PERSON>
" |
"https://www.picclickimg.com/d/l400/pict/273899847983_/Funny-pig-play-the-guitar-Casual-Women-Men.jpg" | "Funny pig play the guitar Casual Women Men T Shirt 3D Print Short Sleeve Tee Top
" |
"https://images.thewest.com.au/publication/B881407661Z/1576135853113_GQM2HR54H.1-1.JPG?imwidth=810&impolicy=wan_v3" | "<PERSON> battles with <PERSON> in the production sedans.
" |
"https://media1.popsugar-assets.com/files/thumbor/YT4wJQt2Q9-rsDQzIN7Xp6p3MZ8/fit-in/2048xorig/filters:format_auto-!!-:strip_icc-!!-/2012/09/37/1/192/1922794/b3749f6220a2ce87_getmedia-8/i/windows-one-side-room-French-doors-opening.jpeg" | "With windows on one side of the room and French doors opening to the private courtyard, the bedroom feels connected to the outdoors.
" |
"https://c4.wallpaperflare.com/wallpaper/393/898/339/adventure-time-finn-the-human-jake-the-dog-wallpaper-preview.jpg" | "Adventure Time illustration, <PERSON>, <PERSON>, no people HD wallpaper
" |
"https://i.pinimg.com/originals/fb/4b/b8/fb4bb8900c87e0c04555b651093d5238.jpg" | "Hair Jewelry A piece of Victorian mourning jewelry made with human hair locks. More - Nobody does macabre quite like the Victorians. From mourning -- to keepsakes, to postmortem photography, to all things gorgeously gothic --. Victorian Art, Victorian Jewelry, Antique Jewelry, Vintage Jewelry, Victorian London, Silver Jewelry, Post Mortem, <PERSON>, Victorian Hairstyles
" |
"https://images.squarespace-cdn.com/content/v1/58103afd1b631bede2c5b679/1570854925691-MIXKGJTP6DGH4DVWXACM/ke17ZwdGBToddI8pDm48kK60W-ob1oA2Fm-j4E_9NQB7gQa3H78H3Y0txjaiv_0fDoOvxcdMmMKkDsyUqMSsMWxHk725yiiHCCLfrh8O1z4YTzHvnKhyp6Da-NYroOW3ZGjoBKy3azqku80C789l0kD6Ec8Uq9YczfrzwR7e2Mh5VMMOxnTbph8FXiclivDQnof69TlCeE0rAhj6HUpXkw/christchurch-art-gallery-goldie-paintings.jpg" | "<PERSON> is looking less than enthused about the Art Gallery experience. Static things sitting on walls that don't actually DO anything.
" |
"https://q-cf.bstatic.com/images/hotel/max1024x768/249/249841227.jpg" | "Animals at the guesthouse or nearby
" |
"https://sarahheddenphotography.com/wp-content/uploads/2017/06/st-augustine-wedding-photographer-7-1.jpg" | "<PERSON> petals don the aisle at the wedding at the White Room <PERSON>.
" |
"https://acmow.org/wp-content/uploads/2020/01/iStock-518728054.jpg" | "Assorted Mardi Gras or <PERSON> mask on a purple background
" |
"https://www.waubonsee.edu/aboutwaubonsee/history/celebrating-50-years/timeline/img/2000/SCI.jpg" | "2006 - Science building opens on the Sugar Grove Campus.
" |
"https://www.intofilm.org/intofilm-production/scaledcropped/755x425https%3A/s3-eu-west-1.amazonaws.com/images.cdn.filmclub.org/film__16368-rare-exports-a-christmas-tale--hi_res-8fd58a4f.jpg/film__16368-rare-exports-a-christmas-tale--hi_res-8fd58a4f.jpg" | "Rare Exports: A Christmas Tale
" |
"https://www.pavejewelers.com/image/cache/catalog/products/engagementrings/pave-enr-4622-four-eagle-prong-elongated-cushion-brilliant-pre-set-double-halo-split-shank-diamond-gallery-engagement-ring-white-gold-platinum%20-%201-750x750.jpg" | "Cushion Diamond in a Double Halo Split Shank Engagement Ring in White
" |
"https://i.pinimg.com/originals/77/cc/72/77cc72621065e31ef6849a246e1d9297.jpg" | "Pets Pad Direct is an Online Pet Supplies Shop that stocks various pet products. Take care of your pets with our quality Pet Accessories Online in the UK. Dog Harness, Dog Leash, Dog Igloo, Dog Cave, Pallet Dog Beds, Dog Clothes Patterns, Cool Dog Beds, Dog Rooms, <PERSON>
" |
"https://i.pinimg.com/originals/4d/b7/a0/4db7a0a0803354cae7f67a24828cf8f4.jpg" | "Oswald the Lucky Rabbit takes off a <PERSON> Mask -- Icons Unmasked -- by <PERSON>, Cartoon Icons, Cartoon Art, Cartoon Drawings, <PERSON>, <PERSON>, <PERSON>, Oswald The Lucky Rabbit, Dark Drawings
" |
"https://i.pinimg.com/originals/c2/21/f8/c221f80943e23c5b839543df4e3e373e.jpg" | "<PERSON>'s on-again, off-again boyfriend <PERSON> ' <PERSON> 'proposed and filmed the entire thing' days before she tragically passed. <PERSON>, <PERSON>, <PERSON>, Challenge S, Hollywood Life, Prom Dresses, Formal Dresses, Celebs, Celebrities
" |
"https://thumbs.dreamstime.com/b/surfing-net-icon-vector-sign-symbol-isolated-white-ba-background-your-web-mobile-app-design-logo-concept-133828959.jpg" | "Surfing the net icon vector sign and symbol isolated on white ba royalty free illustration
" |
"https://hare-media-cdn.tripadvisor.com/media/attractions-splice-spp-674x446/09/5a/9f/4a.jpg" | "Kalamata Bees And <PERSON> At The Farm With Lunch, Kalamata, Greece
" |
"https://media.gettyimages.com/photos/josh-brolin-and-his-fiancee-kathryn-boyd-attend-the-sicario-premiere-picture-id473984228?s=612x612" | "<PERSON> and his fiancee <PERSON> attend the Sicario Premiere during the 68th annual Cannes Film Festival on May 19 2015 in Cannes France
" |
"https://img.particlenews.com/image.php?type=thumbnail_1024x576&url=0uJA6m_0Onmvt3M00" | "<PERSON> at the Apple Mac Pro Wheels Kit That Costs $699
" |
"https://dgnomega.org/wp-content/uploads/2019/10/trygve-e1571854867740-475x401.jpg" | "Athlete of the Month: <PERSON>
" |
"https://www.triumphantlearning.com/wp-content/uploads/2013/11/math-games-and-manipulatives-tall.jpg" | "Spice up your student's math education and enhance his understanding of mathematical concepts with one of the math manipulatives and games.
" |
"https://www.weekendnotes.com/im/008/06/lamington-tea-house-binna-burra-national-park-cafe.jpg" | "Relaxing outside the Lamington Tea House at Binna Burra
" |
"https://www.gannett-cdn.com/-mm-/cc02d987e7fd354dc55ad3a94711ccb01504ef7b/c=68-0-1132-800/local/-/media/2016/10/07/TNGroup/Murfreesboro/636114530419003755-Homecoming-parade.jpg?width=540&height=405&fit=crop" | "In this October 2015 file photo, MTSU students follow a truck-driven float during last year's parade. This year's parade, which starts at 9:30 a.m. Oct. 15, goes down East Main Street and turns left onto Baird Lane.
" |
"https://cdn.shopify.com/s/files/1/1564/6971/articles/Cardio_en1500ee90b05a14acb2daa11145fd8669_1024x1024.jpg?v=1585284763" | "Cardio: Which Style Is Right For Me?
" |
"https://i.pinimg.com/originals/5c/ba/d5/5cbad57081c9692c681e47f070285dcf.jpg" | "Sweet potato and pine nut ravioli with kale pesto plus a recipe for homemade spelt and chia seed pasta. Delicious, healthy and vegan Veggie Recipes, Whole Food Recipes, Vegetarian Recipes, Cooking Recipes, Dinner Recipes, Healthy Recipes, Clean Recipes, Vegan Foods, Vegan Dishes
" |
"https://shop.easternskatesupply.com/wp/wp-content/uploads/2018/01/dewae1-1.jpg" | "Sonic The Hedgehog X Finesse Skateboards
" |
"https://i.chzbgr.com/full/9077227008/hDD7C4B5C/twelve-black-dots-at-the-intersections-in-this-image-your-brain-wont-let-you-see-them-all-at-once" | "Text - There are twelve black dots at the intersections in this image. Your brain won't let you see them all at once.
" |
"https://www.polartrec.com/files/styles/journal_700/public/members/1562/images/PA212439.JPG?itok=vkAJPKhD" | "Sea spiders stacked on top of one another.
" |
"https://i.pinimg.com/originals/d9/a4/f0/d9a4f0d192ba51bc7f1e0c0f57e912df.jpg" | "Soldiers check their <PERSON> armoured personnel carrier (APC) of the German Bundeswehr armed forces with the armoured infantryman battalion 261 during a mission in the <PERSON> district in the. Military Armor, Military Gear, Military Equipment, Army Vehicles, Armored Vehicles, Luftwaffe, Armoured Personnel Carrier, Tank Armor, Afghanistan War
" |
"https://teepublicity.com/wp-content/uploads/2019/10/official-i-am-a-disney-princess-unless-harry-potter-needs-me-hoodie.jpg" | "Official I am a Disney princess unless Harry Potter needs me Hoodie
" |
"https://www.gilbaneco.com/wp-content/uploads/4001_USC-Biomedical-Bldg_Exterior-Day_gallery.jpg" | "Biomedical Research Building & Parking Garage were built as part of the unique, mixed-use Innovista research and innovation district
" |
"http://2.bp.blogspot.com/-43I5SqefImk/WcW5MpDjbwI/AAAAAAAAPNs/PWiD10e-rwMGdartoIomfBgiPoatHpF2wCHMYCw/s1600/RCO016.jpg" | "Batman Forever: The Official Comic Adaptation of the Warner Bros. Motion Picture Full #1 - English 16
" |
"https://thumbs.dreamstime.com/b/arm-art-background-black-care-concept-counting-design-drawing-finger-fingers-five-gesture-graphic-hand-hand-drawn-help-human-icon-133158339.jpg" | "Sketch illustration - female hands write with a pen. Arm, art, background, black, care, concept, counting, design, drawing, finger, fingers, five, gesture royalty free illustration
" |
"https://cdn.wallpapersafari.com/34/86/eq64GH.jpg" | "Displaying 18 Images For The Flash Symbol 3300x5100
" |
"https://www.theinsuredpet.com/wp-content/themes/theinsured/images/thumbnails/thumb-77914372.jpg" | "Dog is eating an ice cream.
" |
"https://thumbs.dreamstime.com/b/young-sick-woman-holding-throat-head-have-temperature-young-sick-woman-holding-throat-head-have-temperature-studio-104251413.jpg" | "Young sick woman holding throat and head. Have a temperature stock photos
" |
"https://thumbs.dreamstime.com/b/hard-times-teach-us-valuable-lessons-handwriting-napkin-cup-coffee-hard-times-teach-us-valuable-lessons-138040573.jpg" | "Hard times teach us valuable lessons. Handwriting on a napkin with a cup of coffee stock photos
" |
"https://www.belletag.com/wp-content/uploads/2017/05/abstract-dry-brush-nail-art.jpg" | "Incorporate a bit of abstract art into your manicure using the dry brush technique over a white base using different shades of pink. Add a glitter accent nail like the one shown here if you're feeling fancy, or repeat the same abstract design on each nail.
" |
"https://cdn.shopify.com/s/files/1/0016/7922/8987/products/Frog_Rectangle_Mango_1000x1000.jpg?v=1548208002" | "``The Knot'' Pillow - Lo Home
" |
"https://images.slideplayer.com/12/3483126/slides/slide_7.jpg" | "...every good tree bears good fruit, but a bad tree bears bad fruit.
" |
"http://popmagicperth.com.au/pop/media/centro-dianella-easter-bunny-rug-shop-e1529318288738.jpg" | "Easter Bunny with the owner of the Centro Dianella Rug Shop
" |
"https://ih1.redbubble.net/image.805729961.9105/poster,504x498,f8f8f8-pad,600x600,f8f8f8.u4.jpg" | "Drink Like A Pirate Dance Like A Mermaid Poster
" |
"http://cdn.freshome.com/wp-content/uploads/2011/11/The-Avenue-Residence-13.jpg" | "The Avenue Residence 13 Cleverly Linking Two Homes in One Single Structure: The Avenue Residence
" |
"https://legacy.skibro.com/blog/wp-content/uploads/2019/12/100d1807-kirchberg-ski-lessons-resort-hero.jpg" | "The beautiful Alpine ski village of Kirchberg with glowing lights in the window just after dusk and the ski area visible behind
" |
"http://calibre.me/image/small-front-yard-landscaping-ideas-on-a-budget/small-front-yard-landscaping-idea-on-a-budget-most-interesting-cheap-exclusive-best-with-rock-townhouse-garden-tree-picture-fence.jpg" | "Modern Small Front Yard Landscaping Idea On A Budget Most Interesting Cheap Exclusive Best With Rock Townhouse Garden Tree Picture Fence
" |
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Dataset Card for Conceptual 12M
Dataset Summary
Conceptual 12M (CC12M) is a dataset with 12 million image-text pairs specifically meant to be used for visionand-language pre-training. Its data collection pipeline is a relaxed version of the one used in Conceptual Captions 3M (CC3M).
Dataset Preprocessing
This dataset doesn't download the images locally by default. Instead, it exposes URLs to the images. To fetch the images, use the following code:
from concurrent.futures import ThreadPoolExecutor
from functools import partial
import io
import urllib
import PIL.Image
from datasets import load_dataset
from datasets.utils.file_utils import get_datasets_user_agent
USER_AGENT = get_datasets_user_agent()
def fetch_single_image(image_url, timeout=None, retries=0):
for _ in range(retries + 1):
try:
request = urllib.request.Request(
image_url,
data=None,
headers={"user-agent": USER_AGENT},
)
with urllib.request.urlopen(request, timeout=timeout) as req:
image = PIL.Image.open(io.BytesIO(req.read()))
break
except Exception:
image = None
return image
def fetch_images(batch, num_threads, timeout=None, retries=0):
fetch_single_image_with_args = partial(fetch_single_image, timeout=timeout, retries=retries)
with ThreadPoolExecutor(max_workers=num_threads) as executor:
batch["image"] = list(executor.map(fetch_single_image_with_args, batch["image_url"]))
return batch
num_threads = 20
dset = load_dataset("conceptual_12m")
dset = dset.map(fetch_images, batched=True, batch_size=100, fn_kwargs={"num_threads": num_threads})
Supported Tasks and Leaderboards
image-captioning
: This dataset can be used to train model for the Image Captioning task.
Languages
All captions are in English.
Dataset Structure
Data Instances
Each instance represents a single image with a caption:
{
'image_url': 'http://lh6.ggpht.com/-IvRtNLNcG8o/TpFyrudaT6I/AAAAAAAAM6o/_11MuAAKalQ/IMG_3422.JPG?imgmax=800',
'caption': 'a very typical bus station'
}
Data Fields
image_url
: Static URL for downloading the image associated with the post.caption
: Textual description of the image.
Data Splits
There is only training data, with a total of 12423374 rows
Dataset Creation
Curation Rationale
Conceptual 12M shares the same pipeline with Conceptual Captions (CC3M), but relaxes some processing steps.
Source Data
Initial Data Collection and Normalization
From the paper:
To arrive at CC12M, we keep the image-text filtering intact, and relax the unimodal filters only. First, for image-based filtering, we set the maximum ratio of larger to smaller dimension to 2.5 instead of 2. We still keep only JPEG images with size greater than 400 pixels, and still exclude images that trigger pornography detectors. Second, in text-based filtering, we allow text between 3 and 256 words in the alt-text. We still discard candidates with no noun or no determiner, but permit ones without prepositions. We discard the heuristics regarding high unique-word ratio covering various POS tags and word capitalization. We set the maximum fraction of word repetition allowed to 0.2. Given a larger pool of text due to the above relaxations, the threshold for counting a word type as rare is increased from 5 to 20
The main motivation for CC3M to perform text transformation is that a majority of candidate captions contain ultrafine-grained entities such as proper names (people, venues, locations, etc.), making it extremely difficult to learn as part of the image captioning task. In contrast, we are not restricted by the end task of image caption generation. Our intuition is that relatively more difficult pre-training data would lead to better transferability. We thus do not perform hypernimization or digit substitution. [...] The only exception to the “keep alt-texts as raw as possible” rule is performing person-name substitutions, which we identify as necessary to protect the privacy of the individuals in these images. For this step, we use the Google Cloud Natural Language APIs to detect all named entities of type Person, and substitute them by a special token . Around 25% of all the alt-texts in CC12M are transformed in this fashion.
Who are the source language producers?
Not specified.
Annotations
Annotation process
Annotations are extracted jointly with the images using the automatic pipeline.
Who are the annotators?
Not specified.
Personal and Sensitive Information
From the paper:
The only exception to the “keep alt-texts as raw as possible” rule is performing person-name substitutions, which we identify as necessary to protect the privacy of the individuals in these images. For this step, we use the Google Cloud Natural Language APIs to detect all named entities of type Person, and substitute them by a special token . Around 25% of all the alt-texts in CC12M are transformed in this fashion.
Considerations for Using the Data
Social Impact of Dataset
[More Information Needed]
Discussion of Biases
[More Information Needed]
Other Known Limitations
[More Information Needed]
Additional Information
Dataset Curators
Soravit Changpinyo, Piyush Sharma, Nan Ding and Radu Soricut.
Licensing Information
The dataset may be freely used for any purpose, although acknowledgement of Google LLC ("Google") as the data source would be appreciated. The dataset is provided "AS IS" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.
Citation Information
@inproceedings{changpinyo2021cc12m,
title = {{Conceptual 12M}: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts},
author = {Changpinyo, Soravit and Sharma, Piyush and Ding, Nan and Soricut, Radu},
booktitle = {CVPR},
year = {2021},
}
Contributions
Thanks to @thomasw21 for adding this dataset.
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Data Sourcing report
Some elements in this dataset have been identified as opted-out, or opted-in, by their creator.