Sony Pixel Power calrec Sony

Startup's AI Intersects With U.S. Traffic Lights for Better Flow, Safety

10/06/2021

Thousands of U.S. traffic lights may soon be getting the green light on AI for safer streets.

That's because startup CVEDIA has designed better and faster vehicle and pedestrian detections to improve traffic flow and pedestrian safety for Cubic Transportation Systems. These new AI capabilities will be integrated into Cubic's GRIDSMART Solution, a single-camera intersection detection and actuation technology solution used across the United States.

Cubic needs computer vision models trained with specialized datasets for its new pedestrian safety and traffic systems. But curating data and training models from scratch takes months, so they are partnered with CVEDIA for synthetic data and model development.

CVEDIA's synthetic algorithm technology accelerates development of object detection and image classification networks. Adopting the NVIDIA Transfer Learning Toolkit has enabled it to further compress development time. The traffic light implementation for smarter intersections is now being deployed in more than 6,000 intersections spanning 49 states.

NVIDIA today released Transfer Learning Toolkit version 3.0 into general availability.

By using NVIDIA Transfer Learning Toolkit, we cut model training time in half and achieved the same level of model accuracy and throughput performance, said Rodrigo Orph, CTIO and co-founder of CVEDIA.

Metropolis Boosts Infrastructure CVEDIA develops applications using NVIDIA Metropolis and is a member of NVIDIA Inception, a virtual accelerator program that helps startups in AI and data science get to market faster.

NVIDIA Metropolis is an application framework for smart infrastructure. It provides powerful developer tools, including the DeepStream SDK, Transfer Learning Toolkit, pre-trained models on NGC, and NVIDIA TensorRT.

Transfer learning is a deep learning technique that enables developers to tap a pre-trained AI model used on one task and customize it for use in another domain. NVIDIA Transfer Learning Toolkit is used to build custom, production quality models faster with no coding required.

Safety is the most fundamental need for all drivers and vulnerable road users traveling through intersections. CVEDIA's AI and synthetic data expertise allow us to both augment our existing AI models and rapidly iterate for new applications, said Jeff Price, Vice President and General Manager of Cubic Transportation Systems' ITS unit.

Signaling Smarter Intersections Cubic's GRIDSMART Solution is using 360-degree view cameras to optimize traffic flow by gathering and interpreting important traffic data. GRIDSMART empowers traffic engineers to adjust signal timing and traffic flow strategies, and enables real-time monitoring and visual assessment.

For this new system, CVEDIA is developing image classification and object detection models to follow the movement of vehicles, people, bicycles, pets and other safety concerns in intersections.

Cubic wants to detect dangerous areas in an intersection and dangerous areas where a pedestrian might cross, and they want to better control traffic, said Rodrigo Orph.

Access the NVIDIA Transfer Learning Toolkit in general release availability.

Image courtesy of Aaron Sebastian on Unsplash.
LINK: https://blogs.nvidia.com/blog/2021/06/10/cvedia-ai-intersects-u-s-traf...
See more stories from nvidia

Most recent headlines

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

07/10/2026

Dalet Flex LTS Delivers Smarter Media Operations from Ingest to Distribution

Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...

06/09/2026

Dolby and MagentaTV Bring Fans Closer to the FIFA World Cup 2026 in Germany with Dolby Vision and Dolby Atmos

June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...

04/08/2026

Dalet Announces Commercial Availability of Dalia, Bringing Media-Aware Agentic AI to Enterprise Productions

Dalet, a leading technology and service provider for media-rich organizations, t...

24/07/2026

Calrec Craft Interview with Sound Engineer Angela Gomez

Angela Gomez brings over 14 years of experience in broadcast communications and audio engineering, specialising in live outside broadcasts, live sports and larg...

24/07/2026

Harvard Athletics Transforms Collegiate Sports Storytelli...

Between the maturation of IP and remote production workflows, collegiate sports production is advancing rapidly. For an Ivy League institution like Harvard, kee...

24/07/2026

iWedia announces the launch of Teatro Factory - A groundb...

iWedia, a global provider of software solutions for connected TV devices, today announces the launch of Teatro Factory, a new operator-facing software factory o...

24/07/2026

Record-breaking World Cup has advertisers cheering

Yospace, the trusted leader in Dynamic Ad Insertion (DAI), stitched 11.57 billion one-to-one addressable advertisements into live video streams during the 2026 ...

24/07/2026

Mediagenix To Feature 'Real-Time Media Enterprise Platform At IBC 2026

Share Copy link Facebook X Linkedin Bluesky Email...

24/07/2026

Peacock Posts First Profits, Adds 2 Million Subs in Q2 2026

Share Copy link Facebook X Linkedin Bluesky Email...

24/07/2026

Edward F. OKeefe Named President and CEO of The WNET Group

Share Copy link Facebook X Linkedin Bluesky Email...

24/07/2026

TiVo Ads, OpenGlass Launch Programmatic Access to the TV Homescreen

Share Copy link Facebook X Linkedin Bluesky Email...

24/07/2026

Digital Alert Systems DASDEC Platform Supports FCCs New P...

Current DASDEC software enables customers to comply with the FCC's new 15-character password mandate without requiring updates LYNDONVILLE, N.Y. July 23,...

24/07/2026

SDVI to Showcase Next-Generation Rally Platform and New T...

At the IBC2026 Show, SDVI will give European media organizations their first hands-on look at the next-generation Rally media supply chain management platform f...

24/07/2026

Sonnet Technologies at IBC2026

Sonnet Technologies at IBC2026 Brie Clayton July 23, 2026 0 Comments Hero image: Sonnet Twin25G T5 Thunderbolt 5 Adapter At this year's IBC Sho...

24/07/2026

Musora Enhances Online Music Lessons with Blackmagic Design

Musora Enhances Online Music Lessons with Blackmagic Design Brie Clayton July 23, 2026 0 Comments Director of Production Josh Holliday details workflo...

24/07/2026

The Future of Live Production: How DMC Is Combining Traditional OB with Software-Defined Remote Production

Interview with Production 360. Original article published here The theme of thi...

24/07/2026

From postPerspective: Pixar Colorist Susan Brunig Talks Pre-Grading, More for Toy Story 5

Article courtesy of postPerspective Read the article While Toy Story 5 maintai...

24/07/2026

Kerry and Mayo fans Up For The Match as excitement builds in Croke Park on the eve of the football final

Kerry and Mayo fans Up For The Match as excitement builds in Croke Park on the e...

23/07/2026

Record-breaking World Cup has advertisers cheering

Staines-upon-Thames, UK, 23rd, JULY, 2026 - Yospace, the trusted leader in Dynamic Ad Insertion (DAI), stitched 11.57 billion one-to-one addressable advertisem...

23/07/2026

SVG Students To Watch: Shansley Glenn, University of Oklahoma

This Spring 2026 graduate from Honolulu found a home at SoonerVision as a live-production star and is ready to enter the industry as a replay op on Prime Video&...

23/07/2026

Miked Up Is an Everyday Deal for the Athletes Unlimited Softball League

As the AUSL postseason begins tonight, listening in to players during games enhances fan engagement for the young organization Ballplayers chatting with announ...

23/07/2026

Snap Announces AR and Creator Activations at Esports World Cup 2026 in Paris

Snap Inc. and the Esports Foundation have announced Snap's activations at the Esports World Cup 2026 in Paris, running July 6 through August 23. For the fir...

23/07/2026

Sony Introduces FX5 Full-Frame Cinema Line Camera

Sony has announced the FX5, a full-frame Cinema Line camera built around a newly developed fully stacked Exmor RS CMOS image sensor and BIONZ XR2 image processi...

23/07/2026

TNDV Powers Pickleball Slam 4 Broadcast for Ohlmeyer Kusserow Group

TNDV (a division of Live Media Group) provided technical production support for the Pickleball Slam 4 live broadcast from Seminole Hard Rock Live in Hollywood, ...

23/07/2026

LTN Surpasses 3,000 Satellite-to-IP Migrations as FCC Approves Upper C-Band Auction Rules

LTN has announced it has completed satellite-to-IP migrations for more than 3,00...

23/07/2026

Daktronics Announces 2026 DakClassroom Student Showcase Winners

Daktronics has announced the winners of the 2026 DakClassroom Student Showcase, a national competition recognizing student work in media production, storytellin...

23/07/2026

beIN Sports Extends Exclusive Roland-Garros Rights Across 10 Asian Markets Through 2031

The French Tennis Federation (FFT) and beIN Media Group have announced a five-ye...

23/07/2026

Clear-Com Provides Intercom System for Fryderyk Awards Gala at Tauron Arena Krakw

Clear-Com provided the communications infrastructure for the Fryderyk Awards Gal...

23/07/2026

How the FIFA World Cup's Record Revenue Masks a Structural Market Contraction

The 2026 FIFA World Cup is, on paper, an unparalleled financial success. Total t...

23/07/2026

From Green Screen to LED: How BBC Sport's World Cup Studio Became the Blueprint for Match of the Day

Standing inside HQ3 at MediaCity Studios during the FIFA World Cup 2026, it quic...

23/07/2026

How the 2026 FIFA World Cup Tightened the Bond Between the FOX Sports Digital, Linear Teams

Having attracted upwards of 17 billion views throughout the tourney, the broadca...

23/07/2026

Low End Candy release Preverb

Quickly creates reverse reverb effects Low End Candy have recently released a new plug-in that offers a quick and simple way to create reverse reverb effect...

23/07/2026

Expressive E Noisy 2.6 arrives

New engines, resonators, effects & more Expressive E's versatile soft synth has just been treated to an update that greatly expands its sonic range. Noi...

23/07/2026

SGL Carbon expands photovoltaic capacity at its Ort im Innkreis site

SGL Carbon has further expanded its photovoltaic capacity at its Ort im Innkreis site in Austria. With the commissioning of new PV carports, the sites solar sys...

23/07/2026

NITV launches new By Mob For Mob series in partnership with NRMA Insurance

NITV launches new By Mob For Mob series in partnership with NRMA Insurance 23 July, 2026 Media releases National Indigenous Television (NITV) has launched ...

23/07/2026

Rohde & Schwarz presents new software for three-phase power analysis on MXO series oscilloscopes

Rohde & Schwarz presents new software for three-phase power analysis on MXO seri...

23/07/2026

Why The Next Big Opportunity in Sports Lies Outside the Stadium

In our latest blog, Laura Rognoni explores how the launch of Play Snooker reflects a wider shift in sports economics - from monetising peak broadcast audiences ...

23/07/2026

Scaling Smart with Vivid Broadcast

Download Now! To receive a short case study showcasing Vivid Broadcast's audio setup, please enter the following details: -- First Name* First Name ...

23/07/2026

Sony Unveils FX5 Full-Frame Camera

Share Copy link Facebook X Linkedin Bluesky Email...

23/07/2026

Sachtler To Show Akti8T Fluid Head, Flowtech75 Tripod At IBC 2026

Share Copy link Facebook X Linkedin Bluesky Email...

23/07/2026

NextGen TV Launches in Cleveland

Share Copy link Facebook X Linkedin Bluesky Email...

23/07/2026

Yospace Stitched 11.57 Billion Ads into Live Streams During World Cup

Share Copy link Facebook X Linkedin Bluesky Email...

23/07/2026

At IBC2026 Witbe Will Showcase Tests That Build Themselve...

Witbe brings its AI-native testing and monitoring infrastructure to Amsterdam: demonstrations on real devices, a peer-reviewed technical paper in the conference...

23/07/2026

Quickplay Caretta Research Evergent and Yospace Announce...

Quickplay, Caretta Research, Evergent, and Yospace have announced that the renowned IBC Pride Happy Hour will once again bring the vibe and fun back to IBC on F...

23/07/2026

IBC2026 Interra Systems Brings Trusted Media Intelligence...

At IBC2026, Interra Systems will present this year's focus: operational AI at scale for QC, monitoring, and captioning workflows. The industry has moved pas...

23/07/2026

Illusionfx is finally coming!

Illusionfx is finally coming! Alex Perea July 23, 2026 0 Comments The new website is now live to mark the occasion. Since the last update, feedback h...

23/07/2026

Evergent showcases AI agents for streaming retention at I...

Evergent (5.A86) will showcase its Agentic Revenue Orchestration Platform for streaming services, sports leagues, pay-TV operators at IBC2026 (RAI Amsterdam, 11...

23/07/2026

Brian Jones Named NCTCs New CFO

Share Copy link Facebook X Linkedin Bluesky Email...

23/07/2026

Scripps Unites TV Operations Under Dean Littleton's Leadership

Share Copy link Facebook X Linkedin Bluesky Email...