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 ...
09/10/2026
September 10 2026, 06:00 (PDT) Dolby Expands Dolby OptiView Platform with New Capabilities at IBC 2026
New Sports Intelligence helps providers better unders...
07/10/2026
Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...
30/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/09/2026
The An Evening with Emerson, Lake and Palmer tour brings one of rock's most iconic bands back to the stage. These performances seamlessly blend live foota...
30/09/2026
Schibsted Media, one of Norways largest and most influential digital media publishers and content producers, has invested in mixers and digital signal processor...
30/09/2026
Big Blue Marble announces the addition of live multiview channels to Cloud Video Kit, its broadcast-grade video processing platform. The feature is powered by A...
30/09/2026
Leading video software provider Synamedia today announced that Telekom Slovenije, Slovenia's largest provider of telecommunications and TV services, is open...
30/09/2026
PODCAST EXPO 2026 Recorded Using Blackmagic Design Workflow
Brie Clayton September 29, 2026
0 Comments
Conference featuring 24 sessions over two days ...
30/09/2026
IBC2026 Show Report
David Kirk September 29, 2026
0 Comments
The International Broadcasting Convention has long been Europe's equivalent of the US...
30/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
30/09/2026
Mavis has launched Mavis Camera 8.2, the latest release of its professional camera app for the iPhone and iPad. This update brings support for iPhone 18 Pro and...
30/09/2026
How to Shop Well Now starts Monday at 9.35pm
on RT One and RT Player
On the...
30/09/2026
Building on nearly a decade of co-engineering, CoreWeave has built NVIDIA compute, networking and software into a cloud purpose-built for AI that's still re...
29/09/2026
Oak View Group (OVG) has announced Cisco as an Official Technology Partner, with plans to standardize infrastructure across its venue network on Cisco solutions...
29/09/2026
SportsNet Pittsburgh (SNP) won three honors at the 2026 Mid-Atlantic Emmy Awards.
Program awards went to Bucs BP in the Sports Program Live category (produced ...
29/09/2026
The Professional Women's Hockey League has announced home openers for all 12 teams for the 2026-27 season, along with a broadcast partnership with CBC under...
29/09/2026
Manifold technologies has been recognized as a contributor to the Media eXchange...
29/09/2026
FuboTV has announced My Local Sports, allowing subscribers in select markets to add their local regional sports network (RSN) as an add-on to a Fubo Sports subs...
29/09/2026
Asian News International (ANI), a wire agency and video news provider based in India, has deployed Grass Valley's AMPP Media Operating System and Framelight...
29/09/2026
South African Broadcasting Corporation (SABC) has deployed Ikegami UHK-X600 cameras as part of an upgrade to IP-based production infrastructure. The deployment ...
29/09/2026
REMI, REMCO models will drive the bulk of the broadcaster's NHL productions ...
29/09/2026
Three years in, the facility is supporting more centralized race production, com...
29/09/2026
NBC, Peacock, and NBSN are carrying all four Wild Card series with a production ...
29/09/2026
19 Nonfiction Projects Across All Stages of Production to Receive More Than $1 million in Support as Documentary Film Program Approaches 25th Anniversary
LOS ...
29/09/2026
Two new plug-ins launch alongside updated bundles
Zynaptiq have just announced the launch of two new plug-ins, alongside new and improved versions of two of...
29/09/2026
All-in-one bus processor revealed
Wes Audio's ng product range has come a long way since it was first introduced, and now includes a tasty selection of ...
29/09/2026
eds3_5_jq(document).ready(function($) { $(#eds_sliderM519).chameleonSlider_2_1({ content_source:......
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Ikegami announces that the South African Broadcasting Corporation, SABC, has chosen Ikegami UHK-X600 camera systems as part of an advance to IP-based operation ...
29/09/2026
Blendkit Offers 20% Discount to Celebrate Crossing 150K Asset Milestone
Brie Clayton September 29, 2026
0 Comments
Blendkit, the largest 3D asset libr...
29/09/2026
Interactive streaming specialist Ease Live supported more than 76.5 million fan sessions across three major European media operators during this summers FIFA Wo...
29/09/2026
Ease Live has added support for VAST (Video Ad Serving Template) to its graphical overlay technology, opening up new ways for broadcasters, streamers and rights...
29/09/2026
Rise AV has announced the launch of the inaugural Rise AV Awards, a new global awards programme celebrating the women, advocates and organisations across the AV...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
29/09/2026
Clear-Com announced that First Baptist Nashville has upgraded its production communications with a Clear-Com intercom solution as part of a comprehensive sanct...
29/09/2026
Blackmagic Cinema Camera 6K Captured Action Shots for Sketch
Brie Clayton September 28, 2026
0 Comments
Camera's portable design and dynamic range...
29/09/2026
Kean Production Services Deploys AJA ColorBox to Deliver Consistent, Accurate Co...
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.
