NVIDIA and its partners continued to provide the best overall AI training performance and the most submissions across all benchmarks with 90% of all entries coming from the ecosystem, according to MLPerf benchmarks released today.
The NVIDIA AI platform covered all eight benchmarks in the MLPerf Training 2.0 round, highlighting its leading versatility.
No other accelerator ran all benchmarks, which represent popular AI use cases including speech recognition, natural language processing, recommender systems, object detection, image classification and more. NVIDIA has done so consistently since submitting in December 2018 to the first round of MLPerf, an industry-standard suite of AI benchmarks.
Leading Benchmark Results, Availability In its fourth consecutive MLPerf Training submission, the NVIDIA A100 Tensor Core GPU based on the NVIDIA Ampere architecture continued to excel.
Fastest time to train on each network by each submitter's platform | Format: Chip count, Submitter, MLPerf-ID | RNN-T: 1536x NVIDIA 2.0-2104 | BERT: 4096x NVIDIA 2.0-2106, 4096x Google 2.0-2012, 256x Graphcore 2.0-2053, 8x Intel-HabanaLabs 2.0-2073 | RN-50: 4216x NVIDIA 2.0-2107, 4096x Google 2.0-2012, 256x Graphcore 2.0-2054, 8x Intel-HabanaLabs 2.0-2073 | 3D U-Net: 768x NVIDIA 2.0-2100 | RetinaNet: 1280x NVIDIA 2.0-2103, 2048x Google 2.0-2010 | Mask R-CNN: 384x NVIDIA 2.0-2099, 2048x Google 2.0-2010 | MiniGo: 1792x NVIDIA 2.0-2105 | DLRM: 112x NVIDIA 2.0-2098 Selene - our in-house AI supercomputer based on the modular NVIDIA DGX SuperPOD and powered by NVIDIA A100 GPUs, our software stack and NVIDIA InfiniBand networking - turned in the fastest time to train on four out of eight tests.
Per-chip performance is not a primary metric of MLPerf Training. To calculate per-chip performance, this chart normalizes every submission to the closest scale of the fastest competitor. The fastest competitors are shown with 1x. To determine the fastest competitor, we selected the scale common to most submitters.| Format: Chip count, Submitter, MLPerf-ID | ResNet-50: 8x Inspur 2.0-2069, 3456x Google 2.0-2011, 16x Graphcore 2.0-2047, 8x Intel-HabanaLabs 2.0-2073 | BERT: 8x Inspur 2.0-2070, 3456x Google 2.0-2011, 16x Graphcore 2.0-2045, 8x Intel-HabanaLabs 2.0-2073 | DLRM: 8x Inspur 2.0-2068 | Mask R-CNN: 384x NVIDIA 2.0-2099, 1024x Google 2.0-2009 | RetinaNet: 1280x NVIDIA 2.0-2103, 2048x Google 2.0-2010 | RNN-T 8x Inspur 2.0-2066 | 3D-UNet: 8x H3C 2.0-2060,| MiniGo: 8x H3C 2.0-2059 NVIDIA A100 also continued its per-chip leadership, proving the fastest on six of the eight tests.
A total of 16 partners submitted results this round using the NVIDIA AI platform. They include ASUS, Baidu, CASIA (Institute of Automation, Chinese Academy of Sciences), Dell Technologies, Fujitsu, GIGABYTE, H3C, Hewlett Packard Enterprise, Inspur, KRAI, Lenovo, Microsoft Azure, MosaicML, Nettrix and Supermicro.
Most of our OEM partners submitted results using NVIDIA-Certified Systems, servers validated by NVIDIA to provide great performance, manageability, security and scalability for enterprise deployments.
Many Models Power Real AI Applications An AI application may need to understand a user's spoken request, classify an image, make a recommendation and deliver a response as a spoken message.
Even the simple above use case requires nearly 10 models, highlighting the importance of running every benchmark These tasks require multiple kinds of AI models to work in sequence, also known as a pipeline. Users need to design, train, deploy and optimize these models fast and flexibly.
That's why both versatility - the ability to run every model in MLPerf and beyond - as well as leading performance are vital for bringing real-world AI into production.
Delivering ROI With AI For customers, their data science and engineering teams are their most precious resources, and their productivity determines the return on investment for AI infrastructure. Customers must consider the cost of expensive data science teams, which often plays a significant part in the total cost of deploying AI, as well as the relatively small cost of deploying the AI infrastructure itself.
AI researcher productivity depends on the ability to quickly test new ideas, requiring both the versatility to train any model as well as the speed afforded by training those models at the largest scale.That's why organizations focus on overall productivity per dollar to determine the best AI platforms - a more comprehensive view that more accurately represents the true cost of deploying AI.
In addition, the utilization of their AI infrastructure relies on its fungibility, or the ability to accelerate the entire AI workflow - from data prep to training to inference - on a single platform.
With NVIDIA AI, customers can use the same infrastructure for the entire AI pipeline, repurposing it to match the varying demands between data preparation, training and inference, which dramatically boosts utilization, leading to very high ROI.
And, as researchers discover new AI breakthroughs, supporting the latest model innovations is key to maximizing the useful life of AI infrastructure.
NVIDIA AI delivers the highest productivity per dollar as it is universal and performant for every model, scales to any size and accelerates AI from end to end - from data prep to training to inference.
Today's results provide the latest demonstration of NVIDIA's broad and deep AI expertise shown in every MLPerf training, inference and HPC round to date.
23x More Performance in 3.5 Years In the two years since our first MLPerf submission with A100, our platform has delivered 6x more performance. Continuous optimizations to our software stack helped fuel those gains.
Since the advent of MLPerf, the NVIDIA AI platform has delivered 23x more performance in 3.5 years on the benchmark - the result of fu
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
15/06/2026
Detach from Direct-Attached: How Remote Editing with EVO Keeps Creative Teams Mo...
14/06/2026
Library captures 1960s R&B/pop drum sound
Following on from their recent wave of plug-in effects, Iconic Instruments have just launched an all-new virtual d...
14/06/2026
HBO Comedy Rooster Shot with URSA Cine 17K 65
Brie Clayton June 14, 2026
0 Comments
Large format brings viewers intimately close to characters.
Black...
13/06/2026
Latest expansion pack includes 252 presets
Devious Machines have recently introduced another expansion for their powerful multi-effects plug-in, Infiltrator...
13/06/2026
Create custom DAW/plug-in controllers using prompts
MetaGrid have recently introduced an all-new AI Builder function to their touchscreen-based control surf...
13/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
13/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
YES Network and The Gotham Sports App will air seven Athletes Unlimited Softball...
12/06/2026
The United Football League will host its FAST Innovation Suite at the 2026 United Bowl presented by Credit One Bank on Saturday, June 13 at 3:00 p.m. ET at Audi...
12/06/2026
PTZOptics and LayerJot will present live demonstrations at InfoComm 2026 showing how natural-language AI prompting, robotic camera control, and on-device comput...
12/06/2026
MultiDyne Video and Fiber Optic Systems will exhibit at InfoComm 2026, featuring...
12/06/2026
Ateme has announced that Eurovision Services is using Ateme's software-based frame-rate conversion technology for international live event workflows. The de...
12/06/2026
Bitmovin and Simplestream have announced a partnership with Xperi to simplify the launch of OTT streaming services on TiVo OS smart TVs and devices. The collabo...
12/06/2026
Net Insight has announced that a multinational technology company is deploying a...
12/06/2026
MLB Players Inc., the business arm of the MLB Players Association, has announced a partnership with Athletes First to develop and sell brand partnerships across...
12/06/2026
Guntermann and Drunck (G&D) and VuWall have announced the CommandKeyboard-Advanc...
12/06/2026
Comcast Smart Solutions announces a new smart technology deployment with Major L...
12/06/2026
Elevation Worship completed the initial leg of its Elevation Nights 2026 tour ...
12/06/2026
AJA Video Systems has announced KONA IP25 support for Colorfront Transkoder and ...
12/06/2026
Audinate Group Limited (ASX: AD8) will exhibit at InfoComm 2026 (Booth C7321, Ce...
12/06/2026
Pac-12 Commissioner Teresa Gould has announced the appointment of Scott Adametz as Chief Technology Officer. The Pac-12 describes the hire as the first CTO appo...
12/06/2026
Grass Valley has announced AMPP Edge Live, a production system combining Grass Valley hardware, NVIDIA Blackwell GPU acceleration, and AMPP OS in a single platf...
12/06/2026
At one time a trailblazer with the launch of the Longhorn Network, the Universit...
12/06/2026
Ratings Roundup is a rundown of recent rating news and is derived from press rel...
12/06/2026
Chyron has announced PAINT 10.4, an update to its illustrated replay and sports ...
12/06/2026
SVP, Production, Mark Gross: With the new schedule, with not having every Sunday night, it has given us an opportunity to take a step back and reimagine what o...
12/06/2026
For Televisa Technical Engineering Manager Roberto N nez Ibarra and the small team of 12 technicians and two production personnel at the IBC things are already ...
12/06/2026
Simple Steps to Better Acoustics - Taming The Small Room
Most of us mix in spare rooms and small spaces, where the acoustics fight us at every turn. At Gear...
12/06/2026
Latest addition expands vintage-inspired effects palette
Meris' Ottobit pedal range draws its inspiration from vintage gaming consoles, and the latest a...
12/06/2026
Soundbox-based chamber strings series expanded
Sonora Cinematic have just announced the launch of the second instalment in their Soundbox-based chamber stri...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
AJA Announces KONA IP25 Integration with Colorfront Software
Brie Clayton June 12, 2026
0 Comments
Collaboration enables uncompressed SMPTE ST 2110 I/O ...
12/06/2026
URSA Cine 12K LF Used to Create Visuals for STUTS' K-Arena Concert
Brie Clayton June 12, 2026
0 Comments
Organic visuals projected on a giant scre...
12/06/2026
MTI FILM Acquires Mango New Edit, Expanding its Global Post-Production Services ...
12/06/2026
AI Point Tracking Speeds Up Complex VFX Tracks in Mocha Pro
Jessie Electa Petrov June 12, 2026
0 Comments
The 2026.5 release adds automatic point trac...
12/06/2026
Bitmovin, a provider of video streaming solutions, has partnered with Simplestream, a provider of OTT and broadcast solutions, and technology provider Xperi, to...
12/06/2026
Leostream Corporation, creator of the world-leading Leostream Remote Desktop Access Platform, today announced Jigsaw24, a leading B2B IT solutions provider wit...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
12/06/2026
How Aussie indie games and screen are levelling up with IP 11 June 2026
Ari Harrison, Pro Jank Footy
Head of Games Joey Egger and Ari Harrison of Umbrella sha...
12/06/2026
AgentPerf from Artificial Analysis, the industry's first agentic AI benchmark, gives developers, enterprises and infrastructure providers a clear way to com...
NVIDIA and its partners continued to provide the best overall AI training performance and the most submissions across all benchmarks with 90% of all entries coming from the ecosystem, according to MLPerf benchmarks released today.
