
India is home to the globe's second-largest road network, spanning nearly 4 million miles, and has over a thousand tollbooths, most of them run manually.
Traditional booths like these, wherever in the world they're deployed, can contribute to massive traffic delays, long commute times and serious road congestion.
To help automate tollbooths across India, Calsoft, an Indian-American technology company, helped implement a broad range of NVIDIA technologies integrated with the country's dominant payment system, known as the unified payments interface, or UPI, for a client.
Manual tollbooths demand more time and labor compared to automated ones. However, automating India's toll systems faces an extra complication: the diverse range of license plates.
India's non-standardized plates pose a significant challenge to the accuracy of automatic number plate recognition (ANPR) systems. Any implementation would need to address these plate variations, which include divergent color, sizing, font styles and placement upon vehicles, as well as many different languages.
The solution Calsoft helped build automatically reads passing vehicle plates and charges the associated driver's UPI account. This approach reduces the need for manual toll collection and is a massive step toward addressing traffic in the region.
Automation in Action As part of a pilot program, this solution has been deployed in several leading metropolitan cities. The solution provides about 95% accuracy in its ability to read plates through the use of an ANPR pipeline that detects and classifies the plates as they roll through tollbooths.
NVIDIA's technology has been crucial in this effort, according to Vipin Shankar, senior vice president of technology at Calsoft. Particularly challenging was night-time detection, he said. Another challenge was model accuracy improvement on pixel distortions due to environmental impacts like fog, heavy rains, reflections due to bright sunshine, dusty winds and more.
The solution uses NVIDIA Metropolis to track and detect vehicles throughout the process. Metropolis is an application framework, a set of developer tools and a partner ecosystem that brings visual data and AI together to improve operational efficiency and safety across a range of industries.
Calsoft engineers used NVIDIA Triton Inference Server software to deploy and manage their AI models. The team also used the NVIDIA DeepStream software development kit to build a real-time streaming platform. This was key for processing and analyzing data streams efficiently, incorporating advanced capabilities such as real-time object detection and classification.
Calsoft uses NVIDIA hardware, including NVIDIA Jetson edge AI modules and NVIDIA A100 Tensor Core GPUs in its AI solutions. Calsoft's tollbooth solution is also scalable, meaning it's designed to accommodate future growth and expansion needs, and can better ensure sustained performance and adaptability as traffic conditions evolve.
Learn how NVIDIA Metropolis has helped other municipalities, like Raleigh, North Carolina, better manage traffic flow and enhance pedestrian safety.
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
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...
02/05/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
01/05/2026
January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...
01/04/2026
January 4 2026, 18:00 (PST) DOLBY AND DOUYIN EMPOWER THE NEXT GENERATON OF CREATORS WITH DOLBY VISION
Douyin Users Can Now Create And Share Videos With Stun...
17/03/2026
NASA+'s Rebecca Sirmons and Brittany Brown offer unique look at live streami...
17/03/2026
The transition to IP has fundamentally reshaped professional media infrastructures. Video, audio, and increasingly metadata now circulate as independent, precis...
17/03/2026
Live sports streaming can push every element in your video delivery chain to its limit, exposing every potential weakness in seconds. When the Super Bowl, the O...
17/03/2026
Texas Athletics sought to modernize its media production, enhance fan experience...
17/03/2026
Ikegami USA will demonstrate the latest additions to its wide range of broadcast...
17/03/2026
TNA Wrestling and iHeartMedia announces a new multi-platform collaboration that will integrate iHeartMedia across TNA's premium live events, weekly televisi...
17/03/2026
The goal was to transform Hard Rock Stadium into a global leader in sports and e...
17/03/2026
Spectrum has announced the launch of its new Multiview feature in the Spectrum TV App, giving customers the ability to watch up to four NCAA men's or women&...
17/03/2026
Genius Sports deal also covers data technology, AI, fan engagement, and performance analysis....
17/03/2026
Net Insight is supporting the rollout of a new state-wide centralized operation with Rede Massa, which is an SBT affiliate, the Brazilian regional television ne...
17/03/2026
Featuring audio from practice sessions, qualifying races, and Grand Prix races, the film represents Apple's sports-media ambitions
At Sunday night's Ac...
17/03/2026
Live broadcast has always been one of the most demanding environments in media a...
17/03/2026
DirecTV is introducing several new viewing features, including a multi-screen March Madness Mix channel and an updated Sports Central mobile app hub, ahead of...
17/03/2026
Deltatre has announced a multi-year partnership with ATP Media, the media arm of the ATP Tour, covering broadcast graphics, data, and production across the 2026...
17/03/2026
The Detroit Pistons have announced a third consecutive season partnering with Sc...
17/03/2026
Fresh Finds Africa spotlights emerging artists and movements across the continent and its global diaspora, with listeners tuning in to discover new Afro-forward...
17/03/2026
Last month, more than 60,000 fans piled into Bangkok's Rajamangala National ...
17/03/2026
Vintage-inspired channel strip joins line-up
Black Rooster Audio's latest plug-in provides an all-in-one mixing tool inspired by classic analogue consol...
17/03/2026
Level and EQ voice, reverb and noise independently
The latest plug-in to join Accentize's collection is said to take a new approach to dialogue processi...
17/03/2026
UHF radio mic & IEM bandwidth at risk
Once again, the UHF bandwidth that is currently allocated to RF audio gear is at risk of being reassigned to high-spee...
17/03/2026
Last Friday, the first Plant Fire Department Training Week in Bavaria successf...
17/03/2026
New campaign from NAATI and SBS CulturalConnnect highlights how we all deserve ...
17/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/03/2026
3D streaming infrastructure provider Miris today announced the launch of a public beta for its new 3D asset streaming platform. Miris is building the infrastruc...
17/03/2026
As media organizations face mounting pressure to produce more content, faster, while maximizing value and operational efficiency, Tedial, a leading provider of ...
17/03/2026
Brainstorm, a leading manufacturer of real-time graphics, augmented and virtual production, is launching the newest version of its platform, Brainstorm Suite 7,...
17/03/2026
Limecraft today announces the release of Limecraft 2026.2, the second platform update in its 2026 release cycle. Limecraft is an AI-powered production platform ...
17/03/2026
Broadcast Solutions, a leading system integrator and provider of innovative solutions for the broadcast and media industry, showcased its latest broadcast and V...
17/03/2026
THIS ANNOUNCEMENT RELATES TO THE DISCLOSURE OF INFORMATION THAT QUALIFIED OR MAY HAVE QUALIFIED AS INSIDE INFORMATION WITHIN THE MEANING OF ARTICLE 7(1) OF THE ...
17/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/03/2026
QuickLink's Latest StudioEdge Models to Make North American Debut at NAB 202
Brie Clayton March 16, 2026
0 Comments
The Multi-platform Remote Gues...
17/03/2026
Frankenstein Graded with DaVinci Resolve Studio
Brie Clayton March 16, 2026
0 Comments
Sonnenfeld enhances the controlled interplay between warm and c...
17/03/2026
New Voyavox from Link Electronics with Real-Time Speech-to-Text Captioning to be...
17/03/2026
Berklee City Music Stewards META Fellowship Supporting Massachusetts Music Educa...
17/03/2026
Tuesday 17 March 2026
Disney included in the Sky TV subscription from today, b...
17/03/2026
The five-part thriller, formerly known as Inheritance, also stars Jonny Lee Mill...
17/03/2026
Tuesday 17 March 2026
Sky Arts welcomes Fearne Cotton as co-host of Landscape Artist of the Year
Sky Arts' much-loved Landscape Artist of the Year is set ...
17/03/2026
Season 2 of the darkly comic thriller will launch on Sky in 2026Tuesday 17 March 2026
Ella Purnell returns as wallflower-turned-killer in Sky Original Sweetpea...
17/03/2026
Back to All News
Fantasy Action Series Agent from Above' Puts Contemporary...
17/03/2026
Back to All News
Netflix Presents the Trailer for the Final Season of Turn of the Tide
Entertainment
17 March 2026
GlobalSpainPortugal
Link copied to clipb...
17/03/2026
The features on social media apps like Snapchat evolve nearly as fast as what...
17/03/2026
The paradigm of consumer computing has revolved around the concept of a personal...
16/03/2026
DAZN will allow fans in select international territories to watch the NCAA men...