• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia

Trendingnow

1

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock

2

‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion

3

'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic

1

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock

2

‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion

3

'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic
Tech

Facebook Used 3.5 Billion Instagram Photos to Improve Its Artificial Intelligence

By
Jonathan Vanian
Jonathan Vanian
Down Arrow Button Icon
By
Jonathan Vanian
Jonathan Vanian
Down Arrow Button Icon
May 2, 2018, 2:50 PM ET
Add Fortune on Google for similar content.

Facebook has improved the capabilities of its computers to better categorize objects in photos by studying 3.5 billion Instagram photos.

The social networking giant revealed its latest artificial intelligence project on Wednesday in San Jose, Calif., during the company’s annual F8 developer conference.

Facebook (FB) chief technology officer Mike Schroepfer explained to an audience of coders the challenges of improving the accuracy of computers to understand specific objects in photos. One of the biggest problems is not having enough properly labeled photos to train the computers to understand what is in them.

For example, before a computer can understand that an apple in a photo is indeed an apple, it needs to have been “trained” on previous photos of apples that humans accurately labeled with the right fruit.

Considering Facebook owns the popular Instagram photo sharing service, it makes sense that the company would want to use all of the data Instagram captures from photos people upload. It can then use those photos to improve its overall image-recognition capabilities.

Schroepfer said that Facebook took 3.5 billion Instagram photos, adorned with people’s hashtags to describe them, and was able to “produce state of the art results” on the popular ImageNet computer-vision benchmark, used by AI researchers as a gauge of their project’s effectiveness compared to others.

In an interview with Fortune prior to Facebook’s developer conference, Facebook’s head of applied computer vision Manohar Paluri said that one of the challenges training the company’s computers was that many of the Instagram photos had “noisy hashtags,” meaning that someone could have described a photo of a dog as a husky when in fact it was a different breed.

“The noise is all over the place,” Paluri said regarding the Instagram photos with inaccurate descriptions.

Once the computers were able to analyze the billions of photos, Facebook then essentially crosschecked the results using a popular linguistic database for the English language called WordNet, Paluri said.

In a research paper on the project, Facebook researchers said that by using WordNet, the company was able to group common hashtags with each other to cut down on the noise. For example, Instagram photos that came with the hashtag of “brown bear” were now associated with the photos that were labeled with the hashtag of the brown bear’s scientific name, “Ursus arctos arctos.”

As a result of this training process, Paluri said that Facebook’s computers could now distinguish between specific species of birds in photographs as well as the different weather conditions in those photos.

The system can now also tell the difference between different varieties of dosas, a popular crepe-like food, and recognize that the pancake like treats are part of the Indian cuisine, Paluri said.

The entire AI project took 22 days and required the power of 330 graphical processing units, or GPUs, which are good at these kinds of deep learning tasks.

Paluri said that with the improved ability to understand images, Facebook would be able to create more accurate audio descriptions of photos to its blind users.

Schroepfer said that the new AI image recognition improvements are already baked into various Facebook products.

“To be honest this is just the beginning,” Paluri said. “We are starting to learn from this data.”

Get Data Sheet, Fortune’s technology newsletter.

About the Author
By Jonathan Vanian
LinkedIn iconTwitter icon

Jonathan Vanian is a former Fortune reporter. He covered business technology, cybersecurity, artificial intelligence, data privacy, and other topics.

See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in Tech

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • TikTok icon
  • YouTube icon

Latest in Tech

math
AIScience
Mathematicians grapple with a ‘very rapid and very unsettling change’ as AI cracks yet another century-old problem
By Eva RoytburgJuly 21, 2026
10 minutes ago
kalshi
CryptoKalshi
Kalshi’s ‘chronically online’ war room figured out World Cup virality — and realized AI might be bringing back the monoculture
By Nick LichtenbergJuly 21, 2026
4 hours ago
fl
North AmericaElections
Trump-backed hopeful to succeed DeSantis unveils plan to protect local water, electricity from data centers
By Matt Brown and The Associated PressJuly 21, 2026
5 hours ago
Bolt CEO Ryan Breslow
CommentaryHuman resources
The CEO who fired HR was right. About the wrong thing.
By KeyAnna SchmiedlJuly 21, 2026
5 hours ago
‘We all failed’: Former Disney CEO Michael Eisner on Hollywood, video games and the big question of IP
Arts & EntertainmentDisney
‘We all failed’: Former Disney CEO Michael Eisner on Hollywood, video games and the big question of IP
By Joshua HongJuly 21, 2026
5 hours ago
Jersey Mike's Subs restaurant.
C-SuiteCFO Daily
Jersey Mike’s tests how far investors will stretch on restaurant IPO valuations
By Sheryl EstradaJuly 21, 2026
5 hours ago

Most Popular

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock
Success
Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock
By Sasha RogelbergJuly 20, 2026
23 hours ago
‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion
Success
‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion
By Sydney LakeJuly 20, 2026
1 day ago
'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic
AI
'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic
By Jason MaJuly 18, 2026
3 days ago
Current price of silver as of Monday, July 20, 2026
Personal Finance
Current price of silver as of Monday, July 20, 2026
By Joseph HostetlerJuly 20, 2026
1 day ago
It’s not just Taco Bell lettuce and possible glass in Pillsbury rolls: Food and drink recall events reached a 6-year year-over-year high
Retail
It’s not just Taco Bell lettuce and possible glass in Pillsbury rolls: Food and drink recall events reached a 6-year year-over-year high
By Sasha RogelbergJuly 20, 2026
1 day ago
The Treasury is walking a tightrope on U.S. debt by relying so much on short-term rates that are at the mercy of a suddenly very hawkish Fed
Economy
The Treasury is walking a tightrope on U.S. debt by relying so much on short-term rates that are at the mercy of a suddenly very hawkish Fed
By Jason MaJuly 20, 2026
24 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.