
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 ...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
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...
25/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
25/06/2026
Immune molecule may drive excessive drinking in alcohol use disorder Scripps Research scientists showed that blocking an immune molecule tied to inflammation r...
24/06/2026
Plus: VoiceAssist Basic now available to UA LUNA users
NoiseWorks Audio have just released an update that adds a new Mouth De-Click module to the Advanced t...
24/06/2026
New heavy-duty mic stand joins range
The latest arrival to Gator's Frameworks family introduces a new heavy-duty boom stand that's been designed for...
24/06/2026
Latest major plug-in update goes live
Waves have just announced that the latest major update for their hugely popular plug-in range is now officially availa...
24/06/2026
When assessing cellular coverage, many people look at the signal bars displayed on a smartphone, router or modem. More bars are often assumed to mean better per...
24/06/2026
Rohde & Schwarz THORIS sets new standard for counter UAS defense At Eurosatory 2026, Rohde & Schwarz is unveiling THORIS, a German engineered, sovereign count...
24/06/2026
Rohde & Schwarz expands voice communications modernization program for Egyptian ...
24/06/2026
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({...
24/06/2026
Streaming sets record high of 46.6% of ad supported TV viewing, driven by Super Bowl and Winter Olympics; overall share of ad supported TV remains steady
NEW Y...
24/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
24/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
24/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
24/06/2026
RE:Vision Effects Announces Twixtor Standalone v 8.1 and a Sale!
Brie Clayton June 24, 2026
0 Comments
Twixtor v8.1 Standalone adds support for variab...
24/06/2026
Dreamtek Uses Full Blackmagic Workflow for Vercel Next JS Event
Brie Clayton June 24, 2026
0 Comments
Blackmagic cameras, switchers, routers, recorder...
24/06/2026
Chyron LIVE Unveils New Features: Haivision StreamHub Integration, SCTE-35 Ad In...
24/06/2026
Mapping an Education How composer Chloe Clarke Smith navigated her Boston Conservatory experience and brought new meaning to her work
June 24, 2026
By
Sara...
24/06/2026
The Next Act Dean Krisha Marcano's vision for a connected Theater Division, and the fund making it possible
June 24, 2026
Photo by Eric Antoniou
The Or...
24/06/2026
Announcing STAGES Magazine 2026 Marking a decade since Boston Conservatory and Berklee College of Music joined forces, this issue spotlights some of the groun...
24/06/2026
In Brazil's TV 3.0 Trials, Appear's X5 is transporting live signals from Bras lia to S o Paulo over the public internet using secure, reliable next-gene...
24/06/2026
Melbourne, Australia - 24 June 2026: Mediaproxy, the global standard for software-based IP compliance monitoring and multiviewing solutions, has named Heartland...
24/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
24/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
24/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
24/06/2026
First Rush Brings SDI Multicam ProRes Recording to Apple Silicon Macs
Brie Clayton June 23, 2026
0 Comments
First Rush is a native macOS application d...
24/06/2026
Vertical Drama Beneath Crimson Sails Created with Blackmagic Design
Brie Clayton June 23, 2026
0 Comments
Thunder Child Productions relies on cameras&...
24/06/2026
X-Rite Pantone Adds MSI PRO MAX Displays to Pantone Validated Program for Proven...
24/06/2026
24th June 2026, London: Dara Briain will host brand new comedy entertainment series Dara's Dull Appreciation Society (4x40') celebrating members of th...
24/06/2026
Wednesday 24 June 2026
Sky reveals wild new trailer and images for Shaun the Sh...
24/06/2026
Why Dynamic Media Facilities Matter In this series, we explore the technologies, architectures and operational realities shaping modern media operations. Along ...
24/06/2026
Comscore Announces Partnership with Amazon DSP to Expand Content Addressability ...
24/06/2026
From Cork to Limerick to Earagail:
RT is supporting 21 Arts and Cultural Events all over Ireland this July
RT Supporting the Arts is delighted to spotlight...
23/06/2026
When we began planning our transition from an SDI-based infrastructure to a new ...
23/06/2026
Imagine Communications has announced the appointment of Greg Garmon as Senior Vice President, Americas Video Sales. Garmon will oversee account growth and busin...
23/06/2026
Snap has promoted Emma Wakely to Head of Sports and Media Partnerships, Americas, succeeding Anmol Malhotra, who has been elevated to Global Head of Content and...
23/06/2026
YES Network and The Gotham Sports App will air MI New York's Major League Cr...
23/06/2026
The Universal Talent Identifier (HAND) has issued HAND IDs to 34 top projected prospects in the 2026 NBA Draft class, including AJ Dybantsa, Cameron Boozer, and...
23/06/2026
World Boxing has announced the launch of World Boxing TV, a subscription-based streaming platform built on the Joymo platform, offering live events, on-demand c...
23/06/2026
FloSports will stream 32 off-road motorcycle racing events on FloRacing, includi...
23/06/2026
SES has announced the expansion of its ASTRA TV platform in Spain with the addition of 14 regional channels in HD and UHD quality and the launch of new hybrid s...
23/06/2026
Appear ASA has announced its role in Rede Legislativa de R dio e TV's contri...
23/06/2026
LTN has announced that PBS has selected it as its IP video partner to modernize content distribution and contribution across more than 330 public television sta...
23/06/2026
Ease Live has announced that its graphics overlay platform is powering an interactive fan experience on Rally.TV, the official streaming platform of the FIA Wor...
23/06/2026
Chyron has announced updates to Chyron LIVE, its cloud-native live production pl...