Sony Pixel Power calrec Sony

NVIDIA Inference Performance Surges as AI Use Crosses Tipping Point

22/10/2020

Inference, the work of using AI in applications, is moving into mainstream uses, and it's running faster than ever.

NVIDIA GPUs won all tests of AI inference in data center and edge computing systems in the latest round of the industry's only consortium-based and peer-reviewed benchmarks.

NVIDIA A100 and T4 GPUs swept all data center inference tests. NVIDIA A100 Tensor Core GPUs extended the performance leadership we demonstrated in the first AI inference tests held last year by MLPerf, an industry benchmarking consortium formed in May 2018.

The A100, introduced in May, outperformed CPUs by up to 237x in data center inference, according to the MLPerf Inference 0.7 benchmarks. NVIDIA T4 small form factor, energy-efficient GPUs beat CPUs by up to 28x in the same tests.

To put this into perspective, a single NVIDIA DGX A100 system with eight A100 GPUs now provides the same performance as nearly 1,000 dual-socket CPU servers on some AI applications.

Leadership performance enables cost efficiency in taking AI from research to production. This round of benchmarks also saw increased participation, with 23 organizations submitting - up from 12 in the last round - and with NVIDIA partners using the NVIDIA AI platform to power more than 85 percent of the total submissions.

A100 GPUs, Jetson AGX Xavier Take Performance to the Edge

While A100 is taking AI inference performance to new heights, the benchmarks show that T4 remains a solid inference platform for mainstream enterprise, edge servers and cost-effective cloud instances. In addition, the NVIDIA Jetson AGX Xavier builds on its leadership position in power constrained SoC-based edge devices by supporting all new use cases.

Jetson AGX Xavier joined the A100 and T4 GPUs in leadership performance at the edge. The results also point to our vibrant, growing AI ecosystem, which submitted 1,029 results using NVIDIA solutions representing 85 percent of the total submissions in the data center and edge categories. The submissions demonstrated solid performance across systems from partners including Altos, Atos, Cisco, Dell EMC, Dividiti, Fujitsu, Gigabyte, Inspur, Lenovo, Nettrix and QCT.

Expanding Use Cases Bring AI to Daily Life Backed by broad support from industry and academia, MLPerf benchmarks continue to evolve to represent industry use cases. Organizations that support MLPerf include Arm, Baidu, Facebook, Google, Harvard, Intel, Lenovo, Microsoft, Stanford, the University of Toronto and NVIDIA.

The latest benchmarks introduced four new tests, underscoring the expanding landscape for AI. The suite now scores performance in natural language processing, medical imaging, recommendation systems and speech recognition as well as AI use cases in computer vision.

You need go no further than a search engine to see the impact of natural language processing on daily life.

The recent AI breakthroughs in natural language understanding are making a growing number of AI services like Bing more natural to interact with, delivering accurate and useful results, answers and recommendations in less than a second, said Rangan Majumder, vice president of search and artificial intelligence at Microsoft.

Industry-standard MLPerf benchmarks provide relevant performance data on widely used AI networks and help make informed AI platform buying decisions, he said.

AI Helps Saves Lives in the Pandemic The impact of AI in medical imaging is even more dramatic. For example, startup Caption Health uses AI to ease the job of taking echocardiograms, a capability that helped save lives in U.S. hospitals in the early days of the COVID-19 pandemic.

That's why thought leaders in healthcare AI view models like 3D U-Net, used in the latest MLPerf benchmarks, as key enablers.

We've worked closely with NVIDIA to bring innovations like 3D U-Net to the healthcare market, said Klaus Maier-Hein, head of medical image computing at DKFZ, the German Cancer Research Center.

Computer vision and imaging are at the core of AI research, driving scientific discovery and representing core components of medical care. And industry-standard MLPerf benchmarks provide relevant performance data that helps IT organizations and developers accelerate their specific projects and applications, he added.

Commercially, AI use cases like recommendation systems, also part of the latest MLPerf tests, are already making a big impact. Alibaba used recommendation systems last November to transact $38 billion in online sales on Singles Day, its biggest shopping day of the year.

Adoption of NVIDIA AI Inference Passes Tipping Point AI inference passed a major milestone this year.

NVIDIA GPUs delivered a total of more than 100 exaflops of AI inference performance in the public cloud over the last 12 months, overtaking inference on cloud CPUs for the first time. Total cloud AI Inference compute capacity on NVIDIA GPUs has been growing roughly tenfold every two years.

GPUs in major cloud services now account for more inference performance than CPUs. With the high performance, usability and availability of NVIDIA GPU computing, a growing set of companies across industries such as automotive, cloud, robotics, healthcare, retail, financial services and manufacturing now rely on NVIDIA GPUs for AI inference. They include American Express, BMW, Capital One, Dominos, Ford, GE Healthcare, Kroger, Microsoft, Samsung and Toyota.

Companies across key industry sectors use NVIDIA's AI platform for inference. Why AI Inference Is Hard Use cases for AI are clearly expanding, but AI inference is hard for many reasons.

New kinds of neural networks like generative adversarial networks are constantly being spawned for new use cases and the models are growing exponentially. The best language models for AI now encompass billions of parameters, and research in the field is still young.

These mod
LINK: https://blogs.nvidia.com/blog/2020/10/21/inference-mlperf-benchmarks/...
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...

11/05/2026

Ross Production Services 48-Foot HyperMax-1 Truck Quickly in Demand

New production unit features not only wealth of Ross gear but also Sony cameras, Canon lenses, and a Calrec Argo S audio board...

11/05/2026

Solid State Logic Launches TCA Tour Portable Audio Production System

Solid State Logic (SSL) has announced TCA Tour, a portable fly-away audio production system built from System T components for broadcast, touring, and live prod...

11/05/2026

Riedel Communications Named Official Connectivity Integration Provider for Glasgow 2026 Commonwealth Games

Riedel Communications has announced it will serve as Official Connectivity Integ...

11/05/2026

G&D and NETGEAR AV Launch KVM-over-IP Plugin for Automated Network Configuration

Guntermann and Drunck (G&D) and NETGEAR AV have announced a plugin that automates network configuration for G&D KVM-over-IP deployments on NETGEAR AV Line infra...

11/05/2026

The Famous Group and Elite Edge Announce Unified Ownership

The Famous Group (TFG) and Elite Edge, a production studio specializing in live-action production, show opens, set design, and fabrication for sports and live e...

11/05/2026

SVG All-Stars: Odair Auger, Tech Project Manager, NBCUniversal Telemundo Enterprises

The native of S o Paulo, Brazil, will play a crucial role in the broadcaster'...

11/05/2026

Cobalt Digital to Showcase IPMX/ST 2110 Ecosystem at BroadcastAsia 2026

Cobalt Digital will exhibit its IPMX/ST 2110 product lineup at BroadcastAsia 2026 (Stand 5D2-4), anchored by the COBALT blueCORE family of standalone signal pro...

11/05/2026

Interra Systems to Demonstrate QC, Monitoring, and Captioning Solutions at BroadcastAsia 2026

Interra Systems will exhibit at BroadcastAsia 2026 (Stand 5C1-10), demonstrating...

11/05/2026

T-Mobile Deploys 5G and AI Tools Across 2026 PGA Championship

T-Mobile is serving as a technology partner for the 2026 PGA Championship at Aronimink Golf Club in Newtown Square, Pennsylvania, deploying 5G connectivity and ...

11/05/2026

Vizrt Named Official Technical Supplier of Eurovision Song Contest 2026

Vizrt has announced it has been named an Official Technical Supplier of the Eurovision Song Contest 2026, in partnership with host broadcaster ORF. The 70th edi...

11/05/2026

WNBA and AWS Announce Multi-Year Partnership

The WNBA and Amazon Web Services (AWS) have announced a multi-year partnership making AWS the Official Cloud and Cloud AI Partner of the WNBA. AWS is also joini...

11/05/2026

NAB 2026: kronehit Awards Lawo and SLG Broadcast Contract for Full Studio Modernization

Austrian private broadcaster kronehit publicly awarded SLG Broadcast AG and Lawo...

11/05/2026

Behind The Mic: PGA Championship Changing Weekday Announcer Lineup for 2026 Tournament

Behind The Mic provides a roundup of recent news regarding on-air talent, includ...

11/05/2026

Eurovision at 70: The Biggest Hits, Artists, and Trends From the Iconic Song Competition

As Eurovision fans gear up to celebrate the 70th anniversary of the iconic song ...

11/05/2026

Pelo Spotify, artistas brasileiros geraram aproximadamente R$ 2 bilhes em royalties em 2025

Pela primeira vez na hist ria, o Brasil figura entre os oito maiores mercados de...

11/05/2026

Bastl Instruments showcase the Kalimba

New desktop instrument focused on tactile performance Bastl Instruments have announced the Kalimba, a new desktop instrument that combines physical modellin...

11/05/2026

1010music release the blackbox 2

Compact sampling workstation gains new features 1010music have announced the blackbox 2, a new version of their compact standalone sampler designed for DAWl...

11/05/2026

KOMA Elektronik Monoplex Eurorack sequencer

Performance-focused sequencer with microtonal control Berlin-based KOMA Elektronik have announced Monoplex, a new 42HP Eurorack sequencer designed for hands...

11/05/2026

IK Multimedia launch the Tonex One+

Boasts wireless control from mobile devices The latest iteration of IK Multimedia's compact amp and effects modelling pedal expands on the capabilities ...

11/05/2026

Transfigured Orchestra Vol 3: Cinema Brass from Sonora Cinematic

Spans traditional orchestral and experimental sounds Sonora Cinematic have recently released the third instalment in their Transfigured Orchestra series, de...

11/05/2026

SUPERBOOTH 2026 Video Show Reports

Our exhibition coverage Watch all our SUPERBOOTH 2026 video coverage in one place. Check back to this page regularly as we will be updating with more video ...

11/05/2026

You're not meant to look at an Eclipse, but you won't be able to take your eyes off Delta's Eurovision staging

You're not meant to look at an Eclipse, but you won't be able to take yo...

11/05/2026

L3Harris Reaches Over 50% in FAA Telecommunications Modernization

L3Harris has completed more than 50% of a nationwide effort to rebuild the invisible backbone of America's airspace....

11/05/2026

aconnic presents at Equity Forum German Spring Conference 2026, Frankfurt to engage with investors and analysts

aconnic AG (ISIN: DE000A0LBKW6), Munich, is participating in the Equity Forum Ge...

11/05/2026

CBS Sacramento Debuts New AR/VR Studio

Share Copy link Facebook X Linkedin Bluesky Email...

11/05/2026

Gray Media Advances James Fitch to Senior VP, News Services

Share Copy link Facebook X Linkedin Bluesky Email...

11/05/2026

Smarter Monetization Stronger Retention and PurposeDriven...

As Asia Pacific's streaming market continues to evolve, operators across the region are rebalancing their strategies and shifting their focus from subscribe...

11/05/2026

QuickLink to Highlight Latest StudioEdge Models StudioPr...

LONDON, MAY 11, 2026 QuickLink, a leading provider of award-winning video production and remote guest contribution solutions, will showcase its latest innovat...

11/05/2026

Cobalt Digitals BroadcastAsia Line up Highlights Flexible...

Cobalt Digital's BroadcastAsia Line-up Highlights Flexible End-to-End IPMX/ST 2110 Ecosystem Award-winning blueCORE standalone signal processors at the he...

11/05/2026

Encompass and VideoMagic Launch Altitude Intelligence to...

Encompass Digital Media, in partnership with VideoMagic International, announced at NAB 2026 the launch of Altitude Intelligence, an AI-powered platform designe...

11/05/2026

Louis Libin Preps for the World Cup's Spectrum Crunch

Share Copy link Facebook X Linkedin Bluesky Email...

11/05/2026

Report: Broadcast Employment Hard Hit by AI

Share Copy link Facebook X Linkedin Bluesky Email...

11/05/2026

Alfalite installs 150 LED panels in Torre Iberdrola audit...

Alfalite, the only European manufacturer of LED screens, has completed a major new corporate installation in Spain with the upgrade of the auditorium at Torre I...

11/05/2026

VEON Shareholders Re-elect Board and Chairman, Reaffirming Confidence in Digital Growth Strategy

11 May 2026 VEON Shareholders Re-elect Board and Chairman, Reaffirming Confiden...

11/05/2026

Fox Corporation Reports Third Quarter Fiscal 2026 Financial Results

Fox Corporation Reports Third Quarter Fiscal 2026 Financial Results NEW YORK, NY, May 11, 2026 - Fox Corporation (Nasdaq: FOXA, FOX; FOX or the Company ) t...

11/05/2026

Arvato Systems becomes a member of InsurLab Germany

Arvato Systems Becomes a Member of InsurLab Germany Collaboration in the insurance industrys leading innovation network G tersloh - Arvato Systems has joine...

11/05/2026

A Predator in Plain Sight: New true-crime podcast reveals definitive story of pirate radio DJ and abuser Eamon Cooke

Pirate Predator uncovers new information from victims and survivors of abuse on ...

10/05/2026

Berklee Honors Jacob Collier, Jill Scott, and Vinnie Colaiuta at 2026 Commencement

Berklee Honors Jacob Collier, Jill Scott, and Vinnie Colaiuta at 2026 Commenceme...

10/05/2026

RT ALL-IRELAND DRAMA FESTIVAL WINNERS ANNOUNCED

RT ALL-IRELAND DRAMA FESTIVAL WINNERS ANNOUNCED DURING GALA AWARDS STREAMED LIVE ON RTE.IE/CULTURE Kilmeen Drama Group hailing from Rossmore, Co. Cork Scoops ...

09/05/2026

Bastl Instruments showcase Kalimba

New desktop instrument focused on tactile performance Bastl Instruments have announced Kalimba, a new desktop instrument that combines physical modelling, F...

09/05/2026

1010music release blackbox 2

Compact sampling workstation gains new features 1010music have announced blackbox 2, a new version of their compact standalone sampler designed for DAWless ...

09/05/2026

New SoundApp ARA Plugin Transforms Boris FX CrumplePop

New SoundApp ARA Plugin Transforms Boris FX CrumplePop Jessie Electa Petrov May 9, 2026 0 Comments CrumplePop 2026.5 streamlines music, voice, and cin...

09/05/2026

Celebrating a TV Legend: Sir David Attenborough

Share Copy link Facebook X Linkedin Bluesky Email...

09/05/2026

Playmetrics Acquires SportsEngine From Versant

Share Copy link Facebook X Linkedin Bluesky Email...

08/05/2026

NBC Sports, Peacock Scale Vertical-Video Production Across Sports - and Beyond - Ahead of FIFA World Cup 2026

NBC's 9:16 live-production workflows power Courtside Live, Rinkside Live, Vi...

08/05/2026

ESPN Pieces Together Production Strategy After WNBA's Unsettled Offseason

Native 1080p HDR productions will rely on a mix of remote workflows from Bristol and Los Angeles Despite another prosperous WNBA season in 2025, there was no g...