Sony Pixel Power calrec Sony

Looks Can Be Perceiving: Startups Build Highly Accurate Perception Software on NVIDIA DRIVE

15/10/2021

For autonomous vehicles, what's on the surface matters.

While humans are taught to avoid snap judgments, self-driving cars must be able to see, detect and act quickly and accurately to operate safely. This capability requires a robust perception software stack that can comprehensively identify and track the vehicle's surrounding environment.

Startups worldwide are developing these perception stacks, using the high-performance, energy-efficient compute of NVIDIA DRIVE AGX to deliver highly accurate object detection to autonomous vehicle manufacturers.

The NVIDIA DRIVE AGX platform processes data from a range of sensors - including camera, radar, lidar and ultrasonic - to help autonomous vehicles perceive the surrounding environment, localize to a map, then plan and execute a safe path forward. This AI supercomputer enables autonomous driving, in-cabin functions and driver monitoring, plus other safety features - all in a compact package.

Hundreds of automakers, suppliers and startups are building self-driving vehicles on NVIDIA DRIVE AGX, which is why perception stack developers across the globe have chosen to develop their solutions on the AI platform.

Development From Day One NVIDIA DRIVE is the place to start for companies looking to get their perception solutions up and running.

aiMotive, a self-driving startup based out of Hungary, has built a modular software stack, called aiDrive, that delivers comprehensive perception capabilities for automated driving solutions.

The company first began building out its solution on a compute platform with NVIDIA DRIVE in 2016. With high-performance, energy-efficient compute, aiDrive can perform perception using mono, stereo and fisheye cameras, as well as fuse data from radar, lidar and other sensors for a flexible and scalable solution.

aiDrive fuses data from vehicle sensors for flexible, scalable perception. We've been using NVIDIA DRIVE from day one, said P ter Kov cs, aiMotive's senior vice president of aiDrive. The platforms work turnkey and support easy cross-target development - it's also a technology ecosystem that developers are familiar with.

Stradvision, a startup based in South Korea, was formed by perception specialists in 2014 to build advanced driver assistance systems at scale. By developing on NVIDIA DRIVE AGX, the company has deployed a robust perception deep neural network for AI-assisted driving platforms.

Stradvision's robust perception solution operates in poor weather conditions, such as snow. The DNN, known as SVNet, is one of a few networks that meet the accuracy and computational requirements of production vehicles.

Performance at Every Level Even for lower levels of autonomy, such as ADAS or AI-assisted driving, a robust perception stack is critical for safety.

PhantomVision uses cameras around the vehicle for complete, 360-degree coverage. Silicon Valley startup Phantom AI has leveraged years of automotive and tech industry experience to develop an intelligent perception stack that can predict object motion. The computer vision solution, known as PhantomVision, covers a 360-degree view from the vehicle in a combination of front-, side- and rear-view cameras.

The real-time detection and target tracking on the bird's-eye view provides an accurate motion estimate of road objects. The high-performance processing of DRIVE AGX enables the software to perform live perception functions.

CalmCar's perception solution emphasizes safety, with automotive-grade compute at its core. With the mission of creating a safer road environment for all users, Chinese startup CalmCar has built a multi-camera active surround view perception system. With the automotive-grade NVIDIA DRIVE Xavier at its core, CalmCar's solution enables Level 2+ driving, valet parking and mapping.

By developing comprehensive solutions on NVIDIA DRIVE, these startups are delivering accurate and robust perception to AI-assisted and autonomous vehicles around the world.
LINK: https://blogs.nvidia.com/blog/2021/10/14/startups-perception-software-...
See more stories from nvidia

Most recent headlines

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

04/08/2026

Dalet Announces Commercial Availability of Dalia, Bringing Media-Aware Agentic AI to Enterprise Productions

Dalet, a leading technology and service provider for media-rich organizations, t...

04/07/2026

Detective Conan: Fallen Angel of the Highway Opens in Dolby Cinemas Across Japan, Presented in Dolby Atmos and Dolby ...

April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...

01/06/2026

Dolby Sets the New Standard for Premium Entertainment at CES 2026

January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026 Throughout the week, Dolby brings to life the latest innovatio...

02/05/2026

Dalet Flex LTS Delivers Smarter Search, Faster Editing, and an AI-Ready Foundation for Modern Media

Dalet, a leading technology and service provider for media-rich organizations, t...

01/05/2026

NBCUniversal's Peacock to Be First Streamer to Integrate Dolby's Full Suite of Premium Picture and Sound Innovations

January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...

21/04/2026

Live From NAB 2026: BitFires Colin Bonzey on Growing Spark Platform for Live Cloud-Based Productions

Cloud-based production isnt going anywhere, and BitFire is doubling down by prov...

21/04/2026

Live From NAB 2026: AWSs Jason Dvorkin, Regina Rossi on Driving Innovation With Al-Based Workflows

The topic of artificial intelligence has a stranglehold on the sports-video-prod...

21/04/2026

Live From NAB 2026: T-Mobile for Business' Jason Schnellbacher on Enhancing 5G for Sports Fans, Broadcasters

5G is still a hot topic in live event production, and this workflow continues to...

21/04/2026

Live From NAB 2026: Appears Ed McGivern on Fox Sports Deal, New XM Platform, and VX Software Debut

At the 2026 NAB Show, Ed McGivern, GM and President of Appear US, discusses the ...

21/04/2026

NAB 2026: Studio Network Solutions launches on-premise AI suite for media production workflows

Studio Network Solutions (SNS) has announced an on-premise AI suite designed for...

21/04/2026

NAB 2026: Suite Studios integrates file-streaming technology into Frame.io Drive

Suite Studios has integrated its file-streaming technology into the newly announced Frame.io Drive, a desktop application from Adobe company Frame.io. The colla...

21/04/2026

NAB 2026: Net Insight integrates InSync FrameFormer into Nimbra Edge for media processing

Net Insight has integrated InSync Technology's FrameFormer into the Nimbra E...

21/04/2026

NAB 2026: Fox Sports selects Appear X Platform for live production infrastructure

Fox Sports has selected Appear as a technology partner to support the next phase...

21/04/2026

NAB 2026: Diversified appoints Tyler Affolter as Chief Revenue Officer

Diversified has appointed Tyler Affolter as Chief Revenue Officer (CRO) to lead the company's commercial organisation. The appointment follows the firm'...

21/04/2026

NAB 2026: Layercake integrates Bitmovin into Streamcake platform for end-to-end media orchestration

Layercake has formalised the integration of Bitmovin's video streaming infra...

21/04/2026

NAB 2026: International Judo Federation extends global content distribution partnership with SES

The International Judo Federation (IJF) has extended its distribution partnershi...

21/04/2026

NAB 2026: Glookast integrates Cinnafilm Tachyon plugin to enable GPU-accelerated video processing

Glookast has launched the Cinnafilm Tachyon plugin for its Media Producer and Me...

21/04/2026

NAB 2026: Cadena Tres selects Eutelsat for television signal distribution in Mexico

Eutelsat has entered into an agreement with Cadena Tres, a division of Grupo Ima...

21/04/2026

NAB 2026: Dolby and TV Azteca deploy Dolby Atmos for free-to-air broadcast

Dolby Laboratories and TV Azteca have partnered to introduce Dolby Atmos immersive audio to free-to-air television broadcasts. The implementation utilises the A...

21/04/2026

Verizon and FOX Entertainment leverage 5G and AI for remote production of Extracted

FOX Entertainment partnered with Verizon to overcome significant production hurd...

21/04/2026

NAB 2026: Osprey Video to showcase expanded IP infrastructure and orchestration at NAB Show 2026

Osprey Video has announced its technology showcase for the NAB Show 2026, highli...

21/04/2026

NAB 2026: Riedel introduces IP-based production updates including multiviewer, commentary control and audio connectivity solutions

Riedel Communications (Booth C4908) introduced a range of new solutions at NAB S...

21/04/2026

SportsTechBuzz at NAB 2026, Day 3: Live Reports From the Show Floor in Vegas

The NAB Show is in full swing, and the SVG and SVG Europe editorial teams are chasing down the hottest stories from all over the Las Vegas Convention Center. He...

21/04/2026

NAB 2026: Blackmagic Design Announces URSA Cine Immersive 100G and URSA Cine Live Encoder

Blackmagic Design has announced the URSA Cine Immersive 100G, an immersive cinem...

21/04/2026

Live From NAB 2026: Clark Wire & Cables David McCarthy Showcases New Connectivity, Enclosure Solutions for Modern Broadcast Workflows at NAB Show 2026

Clark Wire & Cable is continuing its evolution from cable supplier to full-scale solutions partner for broadcast and live production. At the 2026 NAB Show, we s...

21/04/2026

Ricky Sensitively Portrays a Post-Incarceration Coming-of-Age

Rashad Frett attends the 2025 Sundance Film Festival premiere of Ricky at Eccles Theatre on January 24, 2025, in Park City, UT. (Photo by George Pimentel/Shut...

21/04/2026

5 Years of Spotify in Pakistan: The Trends Shaping the Country's Music Scene

Five years ago, Spotify arrived in Pakistan, opening a new chapter in the country's music scene. Since then, local listeners have explored across genres, ge...

21/04/2026

The Next Wave of RADAR Spain Artists Arrives for 2026

Since its launch in 2020, RADAR has been our program for spotlighting emerging artists around the world. This year marks the sixth edition of RADAR Spain, our o...

21/04/2026

EverSync SP-10 from Cloudvocal

Offers compact wireless solution for pedalboards Taiwanese audio brand Cloudvocal have announced the availability of a new pedalboard-friendly wireless syst...

21/04/2026

Arturia launch Augmented Persia

Latest hybrid sampling/synthesis instrument arrives Arturia's Augmented series offerings rely on a mixture of sampling and synthesis, allowing users to ...

21/04/2026

Rohde & Schwarz to host Power Electronics Online Conference From Design to Validation in May

Rohde & Schwarz to host Power Electronics Online Conference From Design to Vali...

21/04/2026

MAS and Lockheed Martin Announce F-35 Sustainment Partnership in Quebec

MAS and Lockheed Martin partner to establish an F-35 depot in Canada, enabling in-country sustainment and creating high-skilled aerospace jobs....

21/04/2026

Nielsen data shows Australian outdoor and sport retailers are changing how they advertise to win over outdoor enthusiasts

Advertising strategies shift as competition grows for a large, active and qualit...

21/04/2026

ATSC Celebrates 3.0's Global Expansion

Share Copy link Facebook X Linkedin Bluesky Email...

21/04/2026

Cinematic Feel Makes Survivor' Built to Last

Share Copy link Facebook X Linkedin Bluesky Email...

21/04/2026

Live Event Technology Expands Fan Engagement

Share Copy link Facebook X Linkedin Bluesky Email...

21/04/2026

MS NOW Uses Community to Build Up Its Brand

Share Copy link Facebook X Linkedin Bluesky Email...

21/04/2026

Why Broadcast Is Well-Positioned to Safeguard Freedom of Speech

Share Copy link Facebook X Linkedin Bluesky Email...

21/04/2026

AWS Demos AI Tools to Deliver Vertical Video

Share Copy link Facebook X Linkedin Bluesky Email...

21/04/2026

Video Podcasting Leaps in Popularity

Share Copy link Facebook X Linkedin Bluesky Email...

21/04/2026

Audio Systems Get Boost From Cloud and AI

Share Copy link Facebook X Linkedin Bluesky Email...

21/04/2026

Layercake Deepens Bitmovin Integration to Power End-to-End Media Orchestration with Streamcake

Layercake Deepens Bitmovin Integration to Power End-to-End Media Orchestration w...

21/04/2026

Cobalt Digital Announces Launch of blueCORE at NAB Show 2026: Compact Powerhouse Signal Processors for SDI and ST 2110 Workflows

Cobalt Digital Announces Launch of blueCORE at NAB Show 2026: Compact Powerhouse...

21/04/2026

On-Premise AI Suite from Studio Network Solutions Debuts at NAB Show 2026

On-Premise AI Suite from Studio Network Solutions Debuts at NAB Show 2026 Melanie Ciotti April 21, 2026 0 Comments Unlimited processing, no cloud depe...

21/04/2026

IBC appoints Tim Banham as Chief Commercial Officer to dr...

London, 21 April 2026 IBC today announced the appointment of Tim Banham as its first Chief Commercial Officer (CCO), a newly created role that reflects the or...

21/04/2026

Motion Design Tools - April 2026

Motion Design Tools - April 2026 Roland Kahlenberg April 21, 2026 0 Comments Within 2 days, Maxon and Canva announced pro-level motion design apps - A...

21/04/2026

Chaos and Zero Density to Showcase Real-Time Ray Tracing for Virtual Studios and XR

Chaos and Zero Density to Showcase Real-Time Ray Tracing for Virtual Studios and...

21/04/2026

Diversified Appoints Tyler Affolter Chief Revenue Officer

Share Copy link Facebook X Linkedin Bluesky Email...