
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
New all-in-one scoring package incoming
EastWest's latest release brings together an eclectic mix of sampled instruments in an attempt to provide compos...
07/10/2026
Granular process features graph-based sequencer
The latest addition to Baby Audio's ever-expanding collection of plug-ins is a new time-bending effect b...
07/10/2026
Iconic inventor & designer passes away
Mike Beigel, the inventor and designer who co-founded Musitronics, has sadly passed away aged 79. Mike was responsibl...
07/10/2026
Combines filtering & wavefolding
Kreuzberg Audio have recently introduced a plug-in that combines filtering and wavefolding in a way that allows the two pro...
07/10/2026
Recreates the ultra-rare Gleeman Pentaphonic
Cherry Audio's latest soft synth faithfully recreates the Gleeman Pentaphonic, a vintage synth that was kno...
07/10/2026
Statement on the passing of Richard Morecroft
7 October, 2026
Media releases
Statement by SBS Managing Director, Jane Palfreyman
SBS is deeply saddened...
07/10/2026
The National Film and Video Foundation (NFVF) is pleased to announce the extensi...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Sacramento Production Services has completed a major wireless audio overhaul at Sutter Health Park, current home of the Athletics (A's) professional basebal...
07/10/2026
Cobalt Digital to Bring End-to-End ST 2110/IPMX Solutions and Practical Tools to...
07/10/2026
Sanbila Lets Video Editors Import Rushes From a WeTransfer Link and Edit Them Fr...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
UK-based broadcast engineer Andrew Kemp has chosen a dhd.audio SX2 and XS3 as the basis of a transportable media-training resource. With a quarter-century of ex...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/10/2026
Cobalt Digital to Bring End-to-End ST 2110/IPMX Solutions and Practical Tools to NAB Show New York
Highlights include complete path from SDI to IP, C-band tran...
07/10/2026
Deerstalker Pictures The Exorcism of Nixie Shot With Blackmagic Cameras
Brie Clayton October 6, 2026
0 Comments
Fantasy series relied on Blackmagic ca...
07/10/2026
Nevion announces Providius NVRT integration with eMerge switches for expanded br...
07/10/2026
DriveShelf - A Filmmaker's Mac App for Finding Footage on Unplugged Drives
Brie Clayton October 6, 2026
0 Comments
DriveShelf for Mac catalogs eve...
07/10/2026
COW Jobs: Cinematographer, Video Editor - Baltimore, MD
Brie Clayton October 7, 2026
0 Comments
Cinematographer / Video Editor
September 23, 2026 ...
07/10/2026
Behind the Scenes at Berklee Homecoming 2026 Follow Marley Striem BM '25 behind the scenes as she manages a team of students and liaises with artists duri...
07/10/2026
Berklee College of Music and Berklee Valencia Named to Billboards 2026 List of T...
07/10/2026
The six-part series will launch on free-streaming service U in 2027.
A set of first look images have been released for The Cadburys (6x60'), the upcoming s...
07/10/2026
Wednesday 7 October 2026
Sky Sports to broadcast England's ODI tri-series a...
07/10/2026
When the EBU and AMWA launched the Joint Task Force on the Dynamic Media Facility (JT-DMF) at IBC2025, the DMF was largely a concept. Twelve months on, the conv...
07/10/2026
Even the Digital Government Needs a Plan B
AFCEA study National Security Ecosystem 2030 presented at the Bonn IT Dialogue. Arvato Systems / AFCEA Bonn e. ...
07/10/2026
This development extends certification beyond individual Retail Media Networks a...
07/10/2026
RT has been informed that, as stated in Budget 2027, the Government has made the decision to cut the agreed public funding of RT by 20 million for 2027.
In ...
07/10/2026
Undercover filming shows add-on treatments with potential safety concerns on sal...
07/10/2026
Join Emma Doran, Justine Stafford, Killian Sundermann, Se n Burke and Michael Fry on RT 2 and RT Player tomorrow at 10.30pm
A host of guest stars include Siob...
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...
06/10/2026
A response to Mark Turner and the SVG AI Innovation Lab
SVG AI Innovation Lab Program Director Mark Turner's How Broadcast Sports Can Apply the Newsroom S...
06/10/2026
Cobalt Digital will exhibit at NAB Show New York 2026 (Booth 226, Javits Center, October 21-22), demonstrating its ST 2110/IPMX product line alongside solutions...
06/10/2026
LiveU and Airwise have announced a strategic partnership integrating LiveU's bonded video transmission with Airwise's drone fleet management, airspace a...
06/10/2026
Hotspur Labs, Tottenham Hotspur's corporate venture programme, will co-host ...
06/10/2026
SPORTEL Monaco 2026 will take place October 19-21 at the Grimaldi Forum in Monaco, with the conference programme running October 19-20.
Sessions include:
Mast...
06/10/2026
Zixi has announced the appointment of John Towers as Chief Financial Officer. Towers brings more than 20 years of experience in media and entertainment, includi...
06/10/2026
The Memphis Grizzlies, DAZN, and WATN/ABC24 have announced a partnership to simulcast 15 regular season Grizzlies games free over-the-air on ABC24 during the 20...