Extracting features from pre-trained models works well
in image captioning models.
The Rochester / Adobe model is currently beating Google, Microsoft, Baidu / UCLA, Stanford University, University of California Berkeley, University of Toronto / Montreal, and others to top the leaderboard
in an image captioning competition run by Microsoft, called the Microsoft COCO Image Captioning Challenge.
The Rochester / Adobe model mixes the two approaches that are often used
in image captioning: the «top - down» approach, which starts from the «gist» of the image and then converts it into words, and the «bottom - up» approach, which first assigns words to different aspects of the image and then combines them together to form a sentence.
Abstraction is used here to interrupt the stereotypical representations of each doll, as noted
in the image captions.
Nor do they have any discussion
in the image captions, the explanatory text, or in the slide notes attached to slide 59 in the original Powerpoint file.
Not exact matches
The
captions and context matter
in this case because Facebook does allow such
images in some cases where they are condemned, or shared as news or
in a medical setting.
«If you want to build a big Instagram following your number one focus needs to be getting as many big Instagram accounts to share your content, and tag your account
in the
caption of the
image as possible,» Chan says.
Its software is capable of identifying the objects
in images, producing
captions for the visually impaired.
The message, coupled with an
image captioned, «You can still dunk
in the dark,» was retweeted over 10,000 times
in an hour.
You just know that this politically - charged
image + this politically - charged
caption will result
in changed hearts and minds on Facebook.
It's always a photo, with three links back to the original post -LCB-
in the
caption, content source box and click through link on the
image -RCB- and also the name of the blog from where the photo comes from.
USA gymnast McKayla Maroney posted the above picture of herself kicking a FIFA soccer ball,
captioning the post, «#worldcup fever is here, and i'm getting
in on the action with @adidaswomen the best
images win, so get snapping & show #mygirlswhat lengths you would go for ur team;).»
COLOR PHOTO: GREG FOSTER [See
caption above] B / W PHOTO: ROBERT L. SMITH BUFFALO BOB With the Bills, Kalsu (61) worked as hard as he had at Oklahoma and started nine games as a rookie.B / W PHOTO: COURTESY OF AUDREY WRIGHTSELL BROTHER -
IN - ARMS Johnson, who was practically inseparable from Kalsu on Ripcord, would die with him too.COLOR PHOTO: GREG FOSTER LASTING IMAGE At home in Oklahoma City, Leah Kalsu keeps a painting of Bob by another former Sooner, Tommy McDonal
IN - ARMS Johnson, who was practically inseparable from Kalsu on Ripcord, would die with him too.COLOR PHOTO: GREG FOSTER LASTING
IMAGE At home
in Oklahoma City, Leah Kalsu keeps a painting of Bob by another former Sooner, Tommy McDonal
in Oklahoma City, Leah Kalsu keeps a painting of Bob by another former Sooner, Tommy McDonald.
Sinclair has now posted on Instagram with the
image and
caption «#notoracism» with support flooding
in for the former Aston Villa and Manchester City ace.
As seen
in the
image below and
caption, he's ready to fight for his place
in the Arsenal starting line - up once again but could face a difficult challenge.
It came after a Twitter account posted an
image of the Tottenham star with the
caption: «Sum up this man
in 3 words».
However, Pogba's gone one better as seen
in the
image below when he was tagged
in an Instagram post asking to
caption the
image.
He
captioned the
image, which was written
in his native Portuguese: «I want to thank affectionately to all my family, friends and fans who have expressed their sympathy and condolences for my great loss.
Endean, who is standing for Ukip
in Plymouth, retweeted an
image of rescued migrants with the
caption: «Labour's new floating voters.
[42] Earlier
in the day, she had received much criticism after tweeting a photograph of a house
in the constituency adorned with three flags of St George [43] and the owner's white van parked outside on the driveway, under the
caption «
Image from #Rochester», provoking accusations of snobbery.
Former minister Frank Field said Thornberry's actions would be «deadly» for MPs campaigning on the doorstep, while the chairman of her constituency turned his vitriol on MPs who had attacked her
in the 48 hours since she tweeted a photograph of a house with a white van outside it
captioned «
Image from #Rochester».
In a paper accepted by the 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), entitled «
Image Captioning with Semantic Attention,» computer science professor Jiebo Luo and his colleagues define semantic attention as «the ability to provide a detailed, coherent description of semantically important objects that are needed exactly when they are needed.»
Computer
image captioning brings together two key areas
in artificial intelligence: computer vision and natural language processing.
But along with the inkblots came
captions posted by an Italian Wikipedia editor listing the most popular answers to what people see
in the cryptic symmetrical
images (for example, moths, various sea creatures, beastly skin.)
Image Caption: This picture of the Hudson Bay
in Canada is courtesy of Jacques Descloitres, MODIS Land Rapid Response Team, provided as part of NASA's Visible Earth program.
(Copyright Calvin J. Hamilton;
Caption: LPI) Valley Network Unlike the features shown
in the above two
images, many systems on Mars do not show evidence of catastrophic flooding.
Caption:
In the big
image at left, the many galaxies of a massive cluster called MACS J1149 +2223 dominate the scene.
Not so much,» he wrote
in the
image's
caption.
«When you came dressed to be team turtle at the @kendricklamar show,» Rih
captioned the
image of her posing
in the Dennis Leupold - styled «fit.
Once your photo appears
in the preview window, you can add a title or
caption to the
image to give it context.
Club Amigos is South Easts Herts social club for over 40s singles
in the Hertfordshire area (Hertford, Ware
Image copyright South Beds News Agency
Image caption Carl Langdell will.
Sony's Entertainment Access Glasses, seen here
in a prototype
image, display
captions for deaf and hard - of - hearing moviegoers.
Federal Communications Commission Chairman Ajit Pai launched his net neutrality repeal campaign
in a speech Wednesday
in Washington, D.C. Eric Thayer / Getty
Images hide
caption
CIA Director John Brennan made this case against encryption on Monday at the Center for Strategic and International Studies
in Washington, D.C. Win McNamee / Getty
Images hide
caption
Members of the American Federation of Government Employees protest mandatory federal budget cuts during a rally March 20
in Washington, D.C. Brendan Smialowski / AFP / Getty
Images hide
caption
This is what dreams are made of,» Levi
captioned his snap,
in which he's grinning with palpable joy and pointing to his own suited - up
image on the giant poster behind him.
A fare summary on the Uber app
in the car of an UberX driver
in Washington, D.C. Evelyn Hockstein / The Washington Post / Getty
Images hide
caption
The Black Eyed Peas, from left to right: will.i.am, Fergie, Apl.de.ap and Taboo, onstage during Nickelodeon's 24th Annual Kids» Choice Awards
in April Kevork Djansezian / Getty
Images hide
caption
To win the code, please leave a humorous
caption for our
image in the comments below.
Pistols for sale at Target Masters
in Garland, Texas
in 2017 Cooper Neill for The Washington Post / Getty
Images hide
caption
(File photo from 2012 of a store window
in Santa Monica, Calif.) Kevork Djansezian / Getty
Images hide
caption
ANAHEIM, CA — AUGUST 14: Chief Creative Officer of Walt Disney and Pixar Animation Studios John Lasseter took part today
in «Pixar and Walt Disney Animation Studios: The Upcoming Films» presentation at Disney's D23 EXPO 2015
in Anaheim, Calif. (Photo by Jesse Grant / Getty
Images for Disney) *** Local
Caption *** John Lasseter
ANAHEIM, CA — AUGUST 14: Director Peter Sohn (L) and producer Denise Ream (R) of THE GOOD DINOSAUR with Chief Creative Officer of Walt Disney and Pixar Animation Studios John Lasseter (C) took part today
in «Pixar and Walt Disney Animation Studios: The Upcoming Films» presentation at Disney's D23 EXPO 2015
in Anaheim, Calif. (Photo by Jesse Grant / Getty
Images for Disney) *** Local
Caption *** John Lasseter; Peter Sohn; Denise Ream
ANAHEIM, CA — AUGUST 14: Composer Randy Newman of TOY STORY 1, 2 and 3 took part today
in «Pixar and Walt Disney Animation Studios: The Upcoming Films» presentation at Disney's D23 EXPO 2015
in Anaheim, Calif. (Photo by Jesse Grant / Getty
Images for Disney) *** Local
Caption *** Randy Newman
White House Press Secretary Sarah Huckabee Sanders conducts the daily press briefing at the White House on Monday
in Washington, D.C. Chip Somodevilla / Getty
Images hide
caption
Shyamalan marked the occasion by sharing the following
image to Twitter, complete with the
caption «Day 1: Seventeen years
in the making»... Following the conclusion of Split, Glass finds Dunn pursuing Crumb's -LSB-...]
Bryan Singer has taken to Instagram for his latest peek behind - the - scenes of the currently -
in - production X-Men: Apocalypse, posting the following
image with the
caption «Today!
Yesterday we were extremely excited to announce that the legendary Nick Castle, who is reprising his role 40 years later as Michael Myers «The Shape»
in Blumhouse's new Halloween sequel, shared an
image of himself at the set with the following
caption: «The Shape is here.»
«Doctor Strange» film director Scott Derrickson posted an
image of the banner, which shows a giant Benedict Cumberbatch seeming to warp through the side of a huge parking garage on his Twitter account, along with a
caption — «building banner
in China».
The Footloose actor sent fans into a frenzy after he posted a pic of himself looking a lot fuller
in the face and simply
captioned the
image, «Greetings from the UK!»