
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.
More from Nvidia
15/07/2025
Submissions for NVIDIA's Plug and Play: Project G-Assist Plug-In Hackathon a...
14/07/2025
This month, NVIDIA founder and CEO Jensen Huang promoted AI in both Washington, D.C. and Beijing - emphasizing the benefits that AI will bring to business and s...
11/07/2025
Ceramics - the humble mix of earth, fire and artistry - have been part of a global conversation for millennia.
From Tang Dynasty trade routes to Renaissance pa...
10/07/2025
In the race to understand our planet's changing climate, speed and accuracy are everything. But today's most widely used climate simulators often strugg...
10/07/2025
As one of the world's largest emerging markets, Indonesia is making strides toward its Golden 2045 Vision - an initiative tapping digital technologies and...
10/07/2025
Grab a friend and climb toward the clouds - PEAK is now available on GeForce NOW, enabling members to try the hugely popular indie hit on virtually any device.
...
10/07/2025
Coding assistants or copilots - AI-powered assistants that can suggest, explain and debug code - are fundamentally changing how software is developed for both e...
08/07/2025
Modern AI applications increasingly rely on models that combine huge parameter c...
03/07/2025
The forecast this month is showing a 100% chance of epic gaming. Catch the scorching lineup of 20 titles coming to the cloud, which gamers can play whether indo...
02/07/2025
Black Forest Labs, one of the world's leading AI research labs, just changed the game for image generation.
The lab's FLUX.1 image models have earned g...
01/07/2025
In many parts of the world, including major technology hubs in the U.S., there's a yearslong wait for AI factories to come online, pending the buildout of n...
26/06/2025
As of today, NVIDIA now supports the general availability of Gemma 3n on NVIDIA RTX and Jetson. Gemma, previewed by Google DeepMind at Google I/O last month, in...
26/06/2025
Editor's note: This blog is a part of Into the Omniverse, a series focused o...
26/06/2025
Mark Theriault founded the startup FITY envisioning a line of clever cooling products: cold drink holders that come with freezable pucks to keep beverages cold ...
26/06/2025
This GFN Thursday rolls out a new reward and games for GeForce NOW members. Whether hunting for hot new releases or rediscovering timeless classics, members can...
24/06/2025
To get the most out of AI, optimizations are critical. When developers think about optimizing AI models for inference, model compression techniques-such as quan...
24/06/2025
To speed up AI adoption across industries, HPE and NVIDIA today launched new AI factory offerings at HPE Discover in Las Vegas.
The new lineup includes everyth...
24/06/2025
From the heart of Germany's automotive sector to manufacturing hubs across F...
19/06/2025
GeForce NOW is throwing open the vault doors to welcome the legendary Borderland series to the cloud.
Whether a seasoned Vault Hunter or new to the mayhem of P...
18/06/2025
Project G-Assist - available through the NVIDIA App - is an experimental AI assistant that helps tune, control and optimize NVIDIA GeForce RTX systems.
NVIDIA&...
17/06/2025
As a global labor shortage leaves 50 million positions unfilled across industrie...
13/06/2025
Industrial AI isn't slowing down. Germany is ready.
Following London Tech Week and GTC Paris at VivaTech, NVIDIA founder and CEO Jensen Huang's Europea...
12/06/2025
Generative AI has reshaped how people create, imagine and interact with digital ...
12/06/2025
Level up GeForce NOW experiences this summer with 40% off Performance Day Passes. Enjoy 24 hours of premium cloud gaming with RTX ON, delivering low latency and...
11/06/2025
NVIDIA is launching a comprehensive, industry-defining autonomous vehicle (AV) software platform to accelerate large-scale deployment of safe, intelligent trans...
11/06/2025
NVIDIA Research has developed an AI light switch for videos that can turn daytim...
11/06/2025
Using NVIDIA platforms, tools and libraries, European telecommunications institu...
11/06/2025
NVIDIA was today named an Autonomous Grand Challenge winner at the Computer Visi...
11/06/2025
In the face of growing labor shortages and need for sustainability, European man...
11/06/2025
AI is packing and shipping efficiency for the retail and consumer packaged goods (CPG) industries, with a majority of surveyed companies in the space reporting ...
11/06/2025
Urban populations are expected to double by 2050, which means around 2.5 billion...
11/06/2025
Telecom companies last year spent nearly $295 billion in capital expenditures an...
11/06/2025
In a new effort to advance sovereign AI for European public service media, NVIDI...
11/06/2025
At GTC Paris - held alongside VivaTech, Europe's largest tech event - NVIDIA founder and CEO Jensen Huang delivered a clear message: Europe isn't just a...
10/06/2025
Germany's Leibniz Supercomputing Centre, LRZ, is gaining a new supercomputer...
10/06/2025
With a more detailed simulation of the Earth's climate, scientists and resea...
10/06/2025
Cisco and NVIDIA are helping set a new standard for secure, scalable and high-performance enterprise AI.
Announced today at the Cisco Live conference in San Di...
09/06/2025
AI isn't waiting. And this week, neither is Europe.
At London's Olympia, under a ceiling of steel beams and enveloped by the thrum of startup pitches, ...
08/06/2025
U.K. Prime Minister Keir Starmer's ambition for Britain to be an AI maker, not an AI taker, is becoming a reality at London Tech Week.
With NVIDIA's ...
05/06/2025
GeForce NOW is a gamer's ticket to an unforgettable summer of gaming. With 25 titles coming this month and endless ways to play, the summer is going to be e...
04/06/2025
NVIDIA is working with companies worldwide to build out AI factories - speeding ...
04/06/2025
Humans learn the norms, values and behaviors of society from each other - and Bernt B rnich, founder and CEO of 1X Technologies, thinks robots should learn like...
04/06/2025
4:2:2 cameras - capable of capturing double the color information compared with most standard cameras - are becoming widely available for consumers. At the same...
02/06/2025
Editor's note: This blog, originally published on October 28, 2024, has been...
02/06/2025
Since a 7.8-magnitude earthquake hit Syria and T rkiye two years ago - leaving 5...
29/05/2025
Ready for a front-row seat to the next scientific revolution?
That's the idea behind Doudna - a groundbreaking supercomputer announced today at Lawrence Be...
29/05/2025
Large language models (LLMs), trained on datasets with billions of tokens, can generate high-quality content. They're the backbone for many of the most popu...
29/05/2025
GeForce NOW is supercharging Valve's Steam Deck with a new native app - delivering the high-quality GeForce RTX-powered gameplay members are used to on a po...
28/05/2025
Building effective agentic AI systems requires rethinking how technology interac...
27/05/2025
Over a century ago, Henry Ford pioneered the mass production of cars and engines...