Pinterest now has more than 440 million reasons to offer the best visual search experience. That's because its monthly active users are tracking this high for its popular image sharing and social media service.
Visual search enables Pinterest users to search for images using text, screenshots or camera photos. It's the core AI behind how people build their Boards of Pins - collections of images by themes - around their interests and plans. It's also how people on Pinterest can take action on the inspiration they discover, such as shopping and making purchases based on the products within scenes.
But tracking more than 240 billion images and 5 billion Boards is no small data trick.
This requires visual embeddings - mathematical representations of objects in a scene. Visual embeddings use models for automatically generating and evaluating visualizations to show how similar two images are - say, a sofa in a TV show's living room compared to ones for sale at retailers.
Pinterest is improving its search results by pretraining its visual embeddings on a smaller dataset. The overall goal is to improve for one unified visual embedding that can perform well for its key business features.
Powered by NVIDIA V100 Tensor Core GPUs, this technique pre-trains Pinterest's neural nets on a subset of about 1.3 billion images to yield improved relevancy across the wider set of hundreds of billions of images.
Improving results on the unified visual embedding in this fashion can benefit all applications on Pinterest, said Josh Beal, a machine learning researcher for Visual Search at the company.
This model is fine-tuned on various multitask datasets. And the goal of this project was to scale the model to a large scale, he said.
Benefitting Shop the Look With so many visuals, and new ones coming in all the time, Pinterest is continuously training its neural networks to identify them in relation to others.
A popular visual search feature, Pinterest's Shop the Look enables people to shop for home and fashion items. By tapping into visual embeddings, Shop the Look can identify items in Pins and connect Pinners to those products online.
Product matches are key to its visual-driven commerce. And it isn't an easy problem to solve at Pinterest scale.
Yet it matters. Another Pinterest visual feature is the ability to search specific products within an image, or Pin. Improving the accuracy or recommendations with visual embedding improves the magic factor in matches, boosting people's experience of discovering relevant products and ideas.
An additional feature, Pinterest's Lens camera search, aims to recommend visually relevant Pins based on the photos Pinners take with their cameras.
Unified embedding for visual search benefits all these downstream applications, said Beal.
Making Visual Search More Powerful Several Pinterest teams have been working to improve visual search on the hundreds of billions of images within Pins. But given the massive scale of the effort and its cost and engineering resource restraints, Pinterest wanted to optimize its existing architecture.
With some suggested ResNeXt-101 architecture optimizations and by simply upgrading to the latest releases of NVIDIA libraries, including cuDNN v8, automated mixed precision and NCCL, Pinterest was able to improve training performance of their models by over 60 percent.
NVIDIA's GPU-accelerated libraries are constantly being updated to enable companies such as Pinterest to get more performance out of their existing hardware investment.
It has improved the quality of the visual embedding, so that leads to more relevant results in visual search, said Beal.
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
01/06/2026
January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026
Throughout the week, Dolby brings to life the latest innovatio...
13/05/2026
New Adobe Premiere Color Grading Mode Accelerated on NVIDIA GPUs
Joel Pennington May 13, 2026
0 Comments
New NVIDIA RTX-accelerated features streamlin...
13/05/2026
Grass Valley announced that dB Broadcast has delivered new IP-based outside broadcast (OB) trucks for Cloudbass, featuring Grass Valley LDX 100 Series cameras a...
13/05/2026
Ikegami will exhibit the latest additions to its wide range of broadcast production cameras, control units, viewfinders and monitors on stand 5D3-1 at Broadcast...
13/05/2026
FISE, working with the founding members of the XR Sports Alliance (XRSA), Accedo, Qualcomm Technologies, Inc. and HBS, have collaborated to develop an immersive...
13/05/2026
Canon Unveils New EOS R6 V Full-Frame EOS Camera and RF20-50mm F4 L IS USM PZ Bu...
13/05/2026
Boston Conservatory at Berklee Honors Beth Morrison and Moses Pendleton at Comme...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/05/2026
Creative software developer Foundry today announced the latest developments on Nuke Stage. A purpose-built application for end-to-end virtual production and in-...
13/05/2026
A definitive portrait of one of Ireland's most influential musicians
New TV documentary airs Monday 18 May on RT One and RT Player at 9.35pm
Watch the...
13/05/2026
Agentic AI is changing the way users get work done. Following the success of OpenClaw, the community is embracing new open source agentic frameworks. The latest...
13/05/2026
Reinforcement-learning agents - AI systems that learn by trial and error - can c...
12/05/2026
Beyond the Hype: A Strategic Post-Hoc Analysis of NAB 2026 If NAB Show 2026 had an underlying theme, it was a quiet, industry-wide pivot from the high-energy sp...
12/05/2026
Guntermann and Drunck (G&D), a Panoptec Technologies Group company, and CT Square, led by Chandresh Shah, have announced a joint venture to distribute G&D and V...
12/05/2026
With 30 days until the start of the FIFA World Cup 2026, Telemundo, the exclusive Spanish-language home of the tournament in the United States, has announced th...
12/05/2026
The NHL has announced the return of Stanley Pup for its third consecutive year, a 90-minute special featuring adoptable rescue dogs competing on a miniature rin...
12/05/2026
NBCUniversal presented its 2026 Upfront to advertisers at Radio City Music Hall, detailing upcoming programming across NBC, Peacock, Bravo, and Versant properti...
12/05/2026
FOX Sports has announced funding for the Fandom and Social Connection Initiative at Harvard Kennedy School's Shorenstein Center on Media, Politics, and Publ...
12/05/2026
TNDV and Live Media, both divisions of Live Media Group, supported live broadcast coverage around NCAA Final Four weekend in Indianapolis, including the March M...
12/05/2026
The European Football Alliance (EFA) has announced a content distribution agreement with Fubo Sports Network, the free ad-supported streaming TV (FAST) channel ...
12/05/2026
For the first time, Spanish-speaking fans in the U.S. will have two separate tel...
12/05/2026
CP Communications led a comprehensive spectrum management initiative on behalf of Churchill Downs during Kentucky Derby week, coordinating RF assets across the ...
12/05/2026
LiveU has announced a strategic partnership with DRONERESPONDERS, a 501(c)3 non-...
12/05/2026
Open Broadcast Systems has announced that BMC TV, a specialist in IP transport of broadcast content, has selected the Open Broadcast Systems 5G Flyaway solution...
12/05/2026
NEP Europe, part of NEP Group, has announced it will deliver broadcast solutions...
12/05/2026
Grass Valley has announced continued collaboration with Ravensbourne University ...
12/05/2026
Stats Perform has announced the launch of Opta Pulse, an AI-assisted video creation and distribution platform for leagues, rights holders, and broadcasters. The...
12/05/2026
FOX Sports has announced a collaboration with Sesame Workshop to integrate Sesame Street characters into FOX Sports' FIFA World Cup 2026 programming. Conten...
12/05/2026
To date, NHL Productions has produced 19 broadcasts with commentary in American Sign Language
NHL in ASL (American Sign Language) may be just one show, but the...
12/05/2026
Google's Brian Albert: creators, athletes, highlights, nostalgia, second-scr...
12/05/2026
A still from Past Lives by Celine Song, an official selection of the Premieres program at the 2023 Sundance Film Festival. (Courtesy of Sundance Institute | p...
12/05/2026
Spotify is where fans and artists come together, turning discovery into somethin...
12/05/2026
Features patented Marco-MMC clocking technology
Black Lion Audio's latest release combines the company's expertise in clocking with their renowned p...
12/05/2026
New Track Panel, sequencer upgrades & more
Following their recent public beta release, Reason Studios have announced the full release of Reason 14. With the...
12/05/2026
One month to go! SBS reveals expansive FIFA World Cup 2026 lineup beyond the pi...
12/05/2026
Rohde & Schwarz presents its advanced solutions for power electronics testing at...
12/05/2026
aconnic AG (ISIN: DE000A0LBKW6), Munich, has developed a modified fund raising p...
12/05/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/05/2026
Tyrell Corporation, specialists in high-end live sports and entertainment broadcasts, was tasked with delivering compelling broadcast coverage of premier equest...
12/05/2026
Registration is now open for IBC2026 as the global media, entertainment and technology community prepares to converge on the RAI Amsterdam from 11 14 September ...
12/05/2026
Ross Video, a global leader in live video production technology, will present its latest innovations and integrated production workflows at BroadcastAsia 2026, ...
12/05/2026
500 selected leaders from around the world across start-ups, corporates, and venture capital. Over 50bn in assets under management among attending investors, a...
Pinterest now has more than 440 million reasons to offer the best visual search experience. That's because its monthly active users are tracking this high for its popular image sharing and social media service.
