
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
09/11/2025
Dalet today announced a transformative leap forward for media operations: Agentic Artificial Intelligence (AI) that unifies the Dalet ecosystem under one natura...
18/10/2025
New England Sports Network (NESN) has chosen Harmonic, working with Astound Business Solutions, as its enterprise technology partner to transform primary distri...
18/10/2025
NEW ORLEANS, La. In the run-up to the start of the NBA season, WVUE-TV and Gray Local Media have announced a deal with DirecTV that will greatly expand access t...
18/10/2025
Berklee Celebrates 40 Years of the Fall Together Concert Faculty composers Bob Pilkington and Greg Hopkins are among the featured artists for this year's ...
17/10/2025
NEP Group Receives New Equity Investment From 26North Partners LP, Co-InvestorsCarlyle remains the largest shareholder as the company prepares for the futureBy ...
17/10/2025
Apple Lands Five-Year Deal for F1 Distribution in the U.S.Besides airing on Apple TV, the sport will be amplified on other Apple servicesBy Ken Kerschbaumer, Ed...
17/10/2025
SVG Sit-Down: Marshall Electronics' Bernie Keach on the Future of PTZ Camera...
17/10/2025
L2 Productions' REMI Facility in Austin Can Produce Content From AnywhereMusic festivals, sports events are produced via flypacks and remote control roomsBy...
17/10/2025
By Lucy Spicer
One of the most exciting things about the Sundance Film Festival...
17/10/2025
(L-R) Christopher Meyer, Addison Timlin, Cooper Raiff, Lili Reinhart, Alyah Chan...
17/10/2025
M sica e arte se uniram em uma noite especial na semana passada na ZIV Gallery, ...
17/10/2025
Music and art came together for one special night last week at ZIV Gallery, an i...
17/10/2025
Spotify and FC Barcelona are extending our partnership through 2030, continuing a collaboration that's redefining how fans, players, and artists connect. Th...
17/10/2025
MURRIETA, Calif. The Sports Fishing Championship (SFC) has deployed DigitalGlue's creative.space storage platform to streamline video production by centrali...
17/10/2025
BELLEVUE, Wash. Football continued to cement its reputation as a bulwark of TV advertising in Q3 2025 with new data from iSpot that showed both the NFL and coll...
17/10/2025
The Sports Fishing Championship (SFC), the premier competitive saltwater fishing series, has transformed its production workflow by adopting creative.space, the...
17/10/2025
QuickLink, a leading provider of award-winning multi-camera video productions and remote contribution solutions, announces the release of StudioPro Version 4, ...
17/10/2025
Although the annual Grammy Awards celebration is best known for recognizing achievements in the recording industry, the show often proves a visual spectacle as ...
17/10/2025
OpenDrives, Inc., a leading provider of software-defined data storage and data services, has promoted Alex Dunfey to Chief Technology Officer (CTO) from his for...
17/10/2025
The University of Arizona (UofA) has significantly upgraded its broadcast communication infrastructure with the integration of Riedel Communications' advanc...
17/10/2025
Harmonic (NASDAQ: HLIT) today announced that New England Sports Network (NESN), owned by Fenway Sports Group and Delaware North, has selected Harmonic as its en...
17/10/2025
Austin PBS has recently upgraded its facility-wide communications infrastructure, deploying Clear-Com 's Eclipse HX, FreeSpeak II beltpacks, and V-Series ...
17/10/2025
ZEISS announces an open call for the closed BETA testing phase of CinCraft Virtual Lens Technology, the innovative digital tool that brings authentic lens chara...
17/10/2025
Situated in the town of Kokkola, Centria University of Applied Sciences offers higher education across five core fields: engineering, business, social and healt...
17/10/2025
Public information channel in Georgia, USA, to implement a powerful, simple, and cost-effective playout automation platform.
Pebble, the leading automation, co...
17/10/2025
HBO Max is reporting that it has launched in 15 new markets, including Bangladesh, Cambodia, Macau, Pakistan, Sri Lanka and Ukraine, boosting the streaming serv...
17/10/2025
Netflix said it will make a major push into video podcasts, inking a wide-ranging deal with Spotify through which it will offer 16 podcasts in the U.S. starting...
17/10/2025
Lexington, Ky. As part of a push to highlight its advanced advertising capabilities, Viamedia has launched a new AI-powered ad tech platform and officially rebr...
17/10/2025
NEW YORK QuickLink has announced the release of StudioPro Version 4, which the company is calling the most significant upgrade yet to its flagship video product...
17/10/2025
NEW YORK and CUPERTINO, Calif. Apple and NBCUniversal said they will sell Apple TV and Peacock streaming bundles to U.S. subscribers starting Oct. 20....
17/10/2025
Q&A with Boston Conservatory Choral Conductor Stephen Spinelli How his research into the lost manuscripts of composer Florence Price led to a Grammy-winning c...
17/10/2025
Open Source AI Week kicks off on Monday with a series of hackathons, workshops a...
17/10/2025
AI has ignited a new industrial revolution.
NVIDIA and TSMC are working togethe...
17/10/2025
Gexcon is a trusted safety and risk management partner for complex, high hazard environments. ICG has been a dedicated marketing partner to Gexcon since 2018, b...
17/10/2025
Here is your host, Patrick Kielty!
After an incredible breakthrough year, Kingf...
16/10/2025
SVG Sit-Down: FUJIFILM Execs on GFX ETERNA 55 Camera, Importance of Shallow-Dept...
16/10/2025
Squash's Most Ambitious Broadcast Production To Be Deployed at Comcast Busin...
16/10/2025
Main Street Sports Group Inks Deal With Omaha Productions, Launches Original-Con...
16/10/2025
A Historic Precursor? FIFA, HBS, DAZN Offer an Inside Look at Production of FIFA...
16/10/2025
Prime Video Offers Sneak Peak at New NBA on Prime StudioThe massive 13,000-sq-ft, two-story studio features a LED regulation half court and hoopBy Jason Dachman...
16/10/2025
SVG Remote Production Forum Draws Record Crowd for Visit to PGA TOUR Studios, De...
16/10/2025
BitFire's Ben Grafchik on How Growing Cloud Workflows Are Impacting the Live...
16/10/2025
AI technology is advancing quickly, bringing both new creative possibilities and...
16/10/2025
In 2017, Imani Ellis launched CultureCon, a conference that's become a must-attend event for more than 10,000 diverse creatives and Black professionals to c...
16/10/2025
It might still be a little early to break out the tinsel and mistletoe, but Spotify's already queuing up some holiday magic. This year's Spotify Singles...
16/10/2025
Earlier this year, our in-house publishing imprint, Spotify Audiobooks, put out ...
16/10/2025
VAMPIRE has been integrated onto GM Defenses Infantry Squad Vehicle (ISV), providing a mobile solution to effectively and affordably counter small drone threat...
16/10/2025
The AgilePod mounted on the host aircraft....
16/10/2025
60% say infotainment systems are a critical purchasing or leasing consideration,...
16/10/2025
NEW YORK The Broadcasters Foundation of America has launched its 2025 Year-End Giving Campaign, which seeks to raise donations from tax-deductible personal and ...