Sony Pixel Power calrec Sony

What Is Computer Vision?

24/10/2020

Computer vision has become so good that the days of general managers screaming at umpires in baseball games in disputes over pitches may become a thing of the past.

That's because developments in image classification along with parallel processing make it possible for computers to see a baseball whizzing by at 95 miles per hour. Pair that with image detection to help geolocate balls, and you've got a potent umpire tool that's hard to argue with.

But computer vision doesn't stop at baseball.

What Is Computer Vision? Computer vision is a broad term for the work done with deep neural networks to develop human-like vision capabilities for applications, most often run on NVIDIA GPUs. It can include specific training of neural nets for segmentation, classification and detection using images and videos for data.

Major League Baseball is testing AI-assisted calls at the plate using computer vision. Judging balls and strikes on baseballs that can take just .4 seconds to reach the plate isn't easy for human eyes. It could be better handled by a camera feed run on image nets and NVIDIA GPUs that can process split-second decisions at a rate of more than 60 frames per second.

Hawk-Eye, based in London, is making this a reality in sports. Hawk-Eye's NVIDIA GPU-powered ball tracking and SMART software is deployed in more than 20 sports, including baseball, basketball, tennis, soccer, cricket, hockey and NASCAR.

Yet computer vision can do much more than just make sports calls.

What Is Computer Vision Beyond Sports? Computer vision can handle many more tasks. Developed with convolutional neural networks, computer vision can perform segmentation, classification and detection for a myriad of applications.

Computer vision has infinite applications. With industry changes from computer vision spanning sports, automotive, agriculture, retail, banking, construction, insurance and beyond, much is at stake.

3 Things to Know About Computer Vision

Segmentation: Image segmentation is about classifying pixels to belong to a certain category, such as a car, road or pedestrian. It's widely used in self-driving vehicle applications, including the NVIDIA DRIVE software stack, to show roads, cars and people. Think of it as a sort of visualization technique that makes what computers do easier to understand for humans.

Classification: Image classification is used to determine what's in an image. Neural networks can be trained to identify dogs or cats, for example, or many other things with a high degree of precision given sufficient data.

Detection: Image detection allows computers to localize where objects exist. It puts rectangular bounding boxes - like in the lower half of the image below - that fully contain the object. A detector might be trained to see where cars or people are within an image, for instance, as in the numbered boxes below.

What You Need to Know: Segmentation, Classification and Detection SegmentationClassificationDetection

Good at delineating objects Is it a cat or a dog? Where does it exist in space?

Used in self-driving vehicles Classifies with precision Recognizes things for safety

NVIDIA's Deep Learning Institute offers courses such as Getting Started with Image Segmentation and Fundamentals of Deep Learning for Computer Vision.
LINK: https://blogs.nvidia.com/blog/2020/10/23/what-is-computer-vision/...
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 ...

20/04/2026

Live From NAB 2026: Sonys Hugo Gaggioni Highlights HDR Advances, Software-Defined Workflows

At the 2026 NAB Show, Sony is showcasing a broad slate of innovations across liv...

20/04/2026

Live From NAB 2026: Fujinons Stosh Durbacz on Expanding the 4K Broadcast Lens Lineup With New Portable Zooms, 94x Box Lens

Fujifilm is sharpening its focus on core broadcast production with a new wave of...

20/04/2026

Live From NAB 2026: Rock-It Sports' John Walberg on Powering Logistics, Shipping for the 2026 FIFA Men's World Cup

This upcoming summer in North America is going to be a busy one. The 2026 FIFA M...

20/04/2026

NAB 2026: Glookast outlines product updates including Media Producer UX, connectors and Premiere Pro panel

Glookast (Booth W1661) announced a series of product updates at NAB Show 2026, c...

20/04/2026

NAB 2026: Matrox Video and Amagi collaborate on cloud-based broadcast workflows using ORIGIN framework

Matrox Video and Amagi announced a collaboration to integrate the Matrox ORIGIN ...

20/04/2026

NAB 2026: Riedel SimplyLive supports expanded centralised VAR system for Argentina football league

Riedel Communications (Booth C4908) announced that the Asociaci n del F tbol Arg...

20/04/2026

NAB 2026: Ikegami introduces VFE-P07D OLED viewfinder with integrated LCD monitor

Ikegami (Booth C3819) announced the VFE-P07D monocular OLED viewfinder at NAB Sh...

20/04/2026

NAB 2026: IABM rebrands as IAMT and launches AI discovery platform and global alliance

International Association of MediaTech (IAMT), formerly known as IABM, announced...

20/04/2026

NAB 2026: Harmonic supports DIRECTV DTH platform upgrade with VOS Media Software

Harmonic (Booth W2831) announced that DIRECTV is updating its US direct-to-home (DTH) video platform using Harmonic's VOS Media Software. The deployment is...

20/04/2026

NAB 2026: Wasabi Technologies acquires Seagate Lyve Cloud business

Wasabi Technologies announced that it has acquired the Lyve Cloud business from Seagate Technology. As part of the agreement, Seagate received equity in Wasabi ...

20/04/2026

NAB 2026: EVS introduces Choreon robotics orchestration platform for unified production control

EVS (Booth N1841) has launched Choreon, a robotics controller for media producti...

20/04/2026

SportsTechBuzz at NAB 2026, Day 2: 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...

20/04/2026

NAB 2026: Skyline Communications launches DataMiner packages on Grass Valley AMPP App Store

Skyline Communications announced the availability of its DataMiner xOps platform...

20/04/2026

NAB 2026: SNS launches Outpost, Trio and AI Suite for connected post-production workflows

Studio Network Solutions (Booth N1129) introduced a set of new products at NAB S...

20/04/2026

NAB 2026: Dell Technologies and NVIDIA present AI data platform for media workflows

Dell Technologies is showcasing its Dell AI Data Platform with NVIDIA at NAB Sho...

20/04/2026

NAB 2026: Blackmagic Design Announces Fairlight Live Software Audio Mixer

Blackmagic Design has announced Fairlight Live, a software-based live audio mixer with SMPTE 2110 support and spatial audio mixing. A public beta is available n...

20/04/2026

Live From NAB 2026: Imagine Comms Jimbo Haneklau Talks Prismon, Hybrid IP/SDI Workflows, and Cloud Playout

At the 2026 NAB Show in Las Vegas, Imagine Communications VP of Sales, Sports an...

20/04/2026

Live From NAB 2026: LiveUs Phillip Broaddus on LU900Q Launch, Nexus Cloud Platform, and REMI Growth

At the 2026 NAB Show in Las Vegas, LiveU Senior Director of Sales, Sports Philli...

20/04/2026

3 New Ways to Dive Deeper Into the Music You Love

A song that perfectly captures a moment is magic. But when you uncover the story behind it, who made it, what inspired it, and the meaning woven into the lyrics...

20/04/2026

Deity Microphones announce the PR-4

Ultra-compact 32-bit recorder set for launch Deity Microphones will soon be launching a new 32-bit six-track recorder that's been designed with producti...

20/04/2026

Lectrosonics preview the S1

Uncoming lightweight shotgun mic announced Production-sound experts Lectrosonics have recently announced the upcoming launch of a new lightweight shotgun mi...

20/04/2026

The story of Focusrite ISA

New 20-minute documentary explores iconic preamp In 2025, Focusrite commissioned a new short-form documentary with filmmaker Chris Mayes-Wright - the direct...

20/04/2026

Sampleson release Boomcha

Turn quick sketches into real drum grooves Sampleson have been experimenting with assitive production tools recently, and their latest creation aims to make...

20/04/2026

Rohde & Schwarz rolls out its full ARDRONIS counter UAS suite in a demonstration van at Counter UAS Technology Europe 2026

Rohde & Schwarz rolls out its full ARDRONIS counter UAS suite in a demonstration...

20/04/2026

Protecting America's Shores: L3Harris Keeps the Coast Guard Mission-Ready

L3Harris delivers integrated communications, navigation and C4ISR capabilities that empower the U.S. Coast Guard to protect Americas maritime interests and resp...

20/04/2026

Google Cloud Embraces the Rise of Agentic Production

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

Creators Go All in on AI, Niche Content

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

NBC Sports' Jon Miller: Broadcast Is Having a Moment'

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

Beyond the Lift and Shift': Cloud Migration's New Mandate

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

Virtual Production Finds Its Footing

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

Corporate Creators: All Companies Are Media Companies Now

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

IABM Rebrands as the International Association of MediaTech

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

CBS Detroit Debuts New AR/VR Technology-Driven Studio

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

Fox Sports Taps Appear X Platform for Remote Production

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

CueScript and Lighting Design Group Expand Customer Oppor...

CueScript and Lighting Design Group Expand Customer Opportunities Through New Partnership Find both companies at 2026 NAB Show in CueScript Booth # C 4720 ...

20/04/2026

Layercake Deepens Bitmovin Integration to Power End-to-En...

[Sydney, NSW, 20 April 2026] - Layercake, the company behind the intelligent media orchestration platform Streamcake, today announced the formalisation of its i...

20/04/2026

FOX Sports selects Appear X Platform for next-generation...

Deployment spans FOX Sports' REMI infrastructure, IP production for a major global soccer event, and its Jewel Events production systems Appear, a global l...

20/04/2026

Pro Sound Effects Launches the Industry's First and Only Native Sound Effects Integration for Avid Media Composer at NAB 2026

Pro Sound Effects Launches the Industry's First and Only Native Sound Effect...

20/04/2026

SBE Elevates Fred Willard to SBE Fellow

Share Copy link Facebook X Linkedin Bluesky Email...

20/04/2026

Blackmagic Design Announces Blackmagic Camera for iOS 3.3 Update

Blackmagic Design Announces Blackmagic Camera for iOS 3.3 Update Brie Clayton April 20, 2026 0 Comments New update adds camera control and monitoring ...

20/04/2026

Maxon Announces Free Tools and Mobile Expansion of ZBrush and Cinema 4D

Maxon Announces Free Tools and Mobile Expansion of ZBrush and Cinema 4D Brie Clayton April 20, 2026 0 Comments Cinema 4D brings professional 3D workfl...

20/04/2026

Vizrt AI Keyer kills the green screen and creates virtual scenes in any environment

Vizrt AI Keyer kills the green screen and creates virtual scenes in any environm...

20/04/2026

Register now - Market & Audience Department Ask Me Anything (AMA) Session

Register now - Market & Audience Department Ask Me Anything (AMA) Session 11 February 2026 Screen Australia Head of Market & Audience Rakel Tansley Talking to...