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...

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 ...

22/04/2026

Live From NAB 2026: Solid State Logics Berny Carpenter on Expanding System T With Virtual DSP, Cloud Workflows

Solid State Logic is advancing its System T platform with a stronger focus on IP...

22/04/2026

Live From NAB 2026: Dolbys Giles Baker on the Growth of Dolby OptiView, Immersive Vision and Audio for Live Sports

From immersive audio to live streaming, Dolby Laboratories is focused on the fut...

22/04/2026

Live From NAB 2026: Blackmagic Design's Bob Caniglia on Implementing Cinematic Looks in Live Broadcasts

Shallow depth-of-field cameras have taken the industry by storm. Its debut a han...

22/04/2026

NAB 2026: Eastern Kentucky University deploys campus-wide ST 2110 network with Riedel and Bridge Digital

Riedel Communications (Booth C4908) announced that Eastern Kentucky University (...

22/04/2026

SportsTechBuzz at NAB 2026, Day 4: 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...

22/04/2026

NAB 2026: Blackmagic Design Announces URSA Cine 12K LF 100G

Blackmagic Design has announced the URSA Cine 12K LF 100G, a new model in the URSA Cine family adding 100G Ethernet for SMPTE 2110 live production output up to ...

22/04/2026

Live From NAB 2026: NEPs Martin Stewart Talks 40 Years, the NEP Platform, and Scaling for FIFA World Cup

Celebrating its 40th anniversary, NEP is leaning into hybrid production with the...

22/04/2026

Live From NAB 2026: NEPs Dan Murphy on NEP Platform, TFC, and the Shift to Software-Defined Workflows

NEP VP, Platform Dan Murphy sits down at the 2026 NAB Show to unpack what NEP P...

22/04/2026

Spotify and WNBA's New York Liberty Bring Basketball and Music Together With New Partnership

Spotify and the New York Liberty are teaming up to give music and basketball fan...

22/04/2026

The story of the Focusrite ISA preamp

New 20-minute documentary explores iconic design The Focusrite Room in Mesa, Arizona, where John Aquilino hosts the Studio Console 005. In 2025, Focusrite co...

22/04/2026

EverSync SP-10 wireless from Cloudvocal

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

22/04/2026

Arturia release Augmented Persia

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

22/04/2026

Acustica Audio launch Salt 2

Combines three distinct analogue EQ emulations The latest addition to Acustica Audio's ever-expanding collection of analogue-emulation plug-ins combines...

22/04/2026

Analog Empire: Bass & Lead from Melda Production

Final instalment in vintage-inspired instrument series Analog Empire: Bass & Lead marks the final instalment in Melda Production's vintage hardware-insp...

22/04/2026

Strymon reveal the Canoga

Fuzz pedal joins all-analogue Series A line Given that Strymons reputation was built on unapologetically digital pedals, it was a little surprising to see t...

22/04/2026

SBS names shortlisted brands for 2026 SBS Media Sustainability Challenge

SBS names shortlisted brands for 2026 SBS Media Sustainability Challenge 22 April, 2026 Media releases National broadcaster also releases its second annual...

22/04/2026

The Frequency That Decides the Fight

Why Low Band Electronic Warfare Matters...

22/04/2026

Polish national football team play-off games top monthly programme list

The nation unites around football team's World Cup dream Warsaw, Poland, 20.04.26: Nielsen, a global leader in audience measurement, data, and media intell...

22/04/2026

Nielsen and the Polish Organisation of Advertisers announce strategic partnership to elevate marketing standards in Poland

Warsaw, Poland, 22.04.26: Nielsen, a global leader in audience measurement, data...

22/04/2026

Nielsen helps New Zealand brands expand internationally with greater clarity and confidence

New market intelligence offering gives businesses a clearer view of local consum...

22/04/2026

Glookast Unveils New UX, YouTube and Social Media Connectors, Premiere Panel, Cinnafilm Tachyon Plugin and More at NAB

Glookast Unveils New UX, YouTube and Social Media Connectors, Premiere Panel, Ci...

22/04/2026

Lightcraft Technology to Preview Spark Story at NAB 2026 with Interactive Previs Experience

Lightcraft Technology to Preview Spark Story at NAB 2026 with Interactive Previs...

22/04/2026

Bolin Demos New PTZ Cameras and Controller at 2026 NAB Show

Share Copy link Facebook X Linkedin Bluesky Email...

22/04/2026

Anchor Audio Launches Beacon 3

Share Copy link Facebook X Linkedin Bluesky Email...

22/04/2026

FCC Grants WSWB TV License Transfer to Sinclair

Share Copy link Facebook X Linkedin Bluesky Email...

22/04/2026

Telemundo Puerto Rico Streaming Channel Launches On Prime Video

Share Copy link Facebook X Linkedin Bluesky Email...

22/04/2026

Chyron Announces PRIME Translate

Share Copy link Facebook X Linkedin Bluesky Email...

22/04/2026

TV Tech Announces Winners of Best of Show Awards at 2026 NAB Show

Share Copy link Facebook X Linkedin Bluesky Email...

22/04/2026

VEON's Banglalink to Bring Starlink Mobile to Customers in Bangladesh

22 Apr 2026 VEON's Banglalink to Bring Starlink Mobile to Customers in Bangladesh Bangladesh becomes the third market where VEON and Starlink Mobile partne...

22/04/2026

FIRST LOOK FOR NEW U DRAMA SERIES HIT POINT

U have unveiled exclusive first-look images for their six-part police thriller Hit Point, starring Nick Blood (Day of the Jackal) and BAFTA nominee Saffron Hock...

22/04/2026

UKTV Highlights: Saturday May 9th -15th 2026

What can I watch on UKTV and stream on U this week? This week on UKTV and the free streaming service U, viewers can watch a range of new and returning programm...

22/04/2026

Sky announces fifth year of WNT Fund with 30,000 bursary supporting players and grassroots football

Wednesday 22 April 2026 Sky announces fifth year of WNT Fund with 30,000 bursa...

22/04/2026

This Earth Day, Discover the Sustainable Productions Behind Our Films and Series

Back to All News This Earth Day, Discover the Sustainable Productions Behind Our Films and Series Emma Stewart, Ph.D. Netflix Sustainability Officer Enterta...

22/04/2026

Retail Media Standards Are Expanding Into Commerce Media - Here's Why That Matters for Measurement

The move from Retail Media to Commerce Media is about broadening the scope of th...

22/04/2026

Dolby and BMW Bring Dolby Atmos to the BMW 7 Series, Expanding Immersive Audio Across Future Models

April 22 2026, 07:00 (PDT) Dolby and BMW Bring Dolby Atmos to the BMW 7 Series,...

22/04/2026

RT Licenses Stolen Sister to Pushkin

RT Documentary On One 7-part series breaks US market for first time RT Programme Sales has announced its first deal with a US distribution partner for its 7-...

22/04/2026

NVIDIA and Google Cloud Collaborate to Advance Agentic and Physical AI

NVIDIA and Google Cloud have collaborated for more than a decade, co engineering a full stack AI platform that spans every technology layer - from performance o...

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...