Progress in artificial intelligence (AI) is centered on data, of which there is paradoxically both too much and too little.
The technology L3Harris helped create to capture and transmit satellite imagery is moving faster than the U.S. military's capacity to organize it. Machine learning algorithms provide a way to quickly identify objects in vast amounts of data but require human analysts to provide a contextual framework to learn from. By mastering this rigorous process, the military is poised to overcome the greatest challenge to creating a sophisticated AI platform.
For an AI solution to work, it requires three components: training data, neural network machine learning algorithm(s) and an integration platform. L3Harris has been entrusted by the U.S. Air Force (USAF) to develop the front-end workflows for generating and managing large data sets required to train USAF's algorithms. USAF has also entrusted L3Harris support for the back-end integration platform to interface with existing Department of Defense (DoD) systems.
Analysts now have the harrowing task of finding needles in a vast digital haystack of constantly streaming satellite imagery. There is an urgent need to automate this process. While neural network-based algorithms are commercially available to help, they require specialized expertise in the DoD and intelligence community data types and systems to be most effective.
Creating large enough data sets to effectively train algorithms is a resource-intensive endeavor. While the sheer quantity of training data needed is a challenge, of even greater importance is ensuring sufficient variation within the training data to represent real-world conditions. Synthetic data is disruptive technology that holds the key to breaking through the training data bottleneck for AI/ML solutions. By using computer-generated imagery that closely matches real-world imagery, training datasets with robust variations are rapidly generated. Synthetic data provides a scalable method of generating training data without having to devote extensive resources to manually harvesting, labeling and curating training data from real imagery. This value-add technology reduces costs, risks, biases, and enables a more accurate, trusted AI.
L3Harris's expertise in high-fidelity, physics-based, radiometrically correct modeling and simulation of geospatial data makes them particularly qualified to create synthetic images that are indistinguishable from real-world imagery.
We've been able to pivot and augment technology originally developed for sensor design and performance modeling, and apply it as a source of synthetic training data for AI. We are unique in that we do not simply make fake imagery that looks realistic to the human eye, rather we have tuned our synthetic data generation process specifically for neural network performance, said Will Rorrer, Business Development Lead, L3Harris.
L3Harris' capabilities will enable DoD AI practitioners to generate their own synthetic training data on demand through a web interface. The synthetic data will be used to train USAF's algorithms to identify threats and hard-to-find objects. The trained algorithm is then hosted by the L3Harris platform to automatically analyze real collected imagery and evaluate performance.
By integrating our synthetic data generation capabilities into an intuitive web-based interface, we enable AI developers to rapidly generate proven training data without needing an advanced understanding of image science, said Rorrer.
With precise synthetic data, L3Harris will fill USAF's critical demand for advanced algorithm development and empower an army of digital analysts. By enhancing USAF's machine learning capabilities, warfighters will have access to more accurate and actionable intelligence than ever before.
To learn more, please explore L3Harris Geospatial Solutions below:
Most recent headlines
11/12/2025
Dalet, a leading provider of cloud-native, end-to-end media workflow solutions, ...
06/12/2025
FORT LAUDERDALE, Fla. A new survey from Pixitmedia by Datacore revealed a major shift in the Media & Entertainment industry in media archiving, with 85% of resp...
06/12/2025
HACKENSACK, N.J. LiveU has announced that the national public broadcaster Czech Television has completed one of the largest LiveU live production deployments fo...
06/12/2025
NEW YORK The National Academy of Television Arts and Sciences (NATAS) presented the Excellence in Production Technology Emmy Award to NASA+ and Dr. Tom Leight...
05/12/2025
2025 Sports Broadcasting Hall of Fame: Curt Gowdy Jr. - Master Storyteller, Nati...
05/12/2025
SVG Sit-Down: Veritone's Sean King on the Power of Mining Video, Audio DataThe company's Data Refinery offers users total control and governance over da...
05/12/2025
Platinum White Paper: Inside the Nashville Predators' Unified, Flexible, Sca...
05/12/2025
Netflix Reaches Agreement To Acquire Warner Bros. Following Planned WBD SplitThe deal does not include WBDs sports assets like TNT Sports (US, UK, LatAm), Euros...
05/12/2025
FOX Sports Returns to Indianapolis for Primetime Broadcast of Big Ten Championsh...
05/12/2025
SVG Summit 2025 Preview: Digital Engagement & Monetization Workshop Tackles the ...
05/12/2025
Atlanta United Lights Up New Emory Healthcare Studio With First Live Broadcast f...
05/12/2025
As Messi Takes the Pitch, MLS, Apple, NEP Roll Out Largest MLS Cup Production Ev...
05/12/2025
ESPN Enters College Football's Most Intense Month With Elevated Workflows fo...
05/12/2025
It's about that time! Awards season is in full swing, and the Film Independe...
05/12/2025
Every year, Spotify Wrapped offers a personalized look back at the audio that defined your year. It's a snapshot of your listening habits, designed to tell ...
05/12/2025
In 2025, Spotify's EQUAL, GLOW, and RADAR programs celebrated women, LGBTQIA , and emerging artists who turned moments into milestones. From breaking record...
05/12/2025
In our latest blog, we explain how Wi-Fi 7 rollouts can drive consumer loyalty with value-add services such as consumer cybersecurity. We also explore how this ...
05/12/2025
LOS ANGELES Netflix announced it has entered into an agreement to acquire the assets of Warner Bros. for $82.7 billion....
05/12/2025
NEW YORK Nielsens Gracenote has launched Gracenote Content Connect, a new ad platform that provides agencies, brands, supply-side platforms (SSPs) and demand-si...
05/12/2025
NEW YORK In an most important update to the workings of deal-based programmatic advertising, IAB Tech Lab has released version 1.0 of its Deals API for public c...
05/12/2025
NEW YORK Pass the turkey. Pass the stuffing. Pass the cranberry sauce. All are common requests of Americans celebrating Thanksgiving Day with family and f...
05/12/2025
NEW YORK Iris, the new cloud-connected camera control platform, has officially launched with features that turn virtually any PTZ camera into a software-connect...
05/12/2025
HOLLYWOOD, Calif. Netflix announced today that it has entered into an agreement to acquire the assets of Warner Bros. for $82.7 billion....
05/12/2025
NEW YORK Iris, the new cloud-connected camera control platform, has officially launched with features that turn virtually any PTZ camera into a software-connect...
05/12/2025
WASHINGTON The Federal Communications Commission has approved AT&T's $1.02 billion acquisition of spectrum from UScellular in a decision that was issued sho...
05/12/2025
The Best Coldplay Songs: 21 Tracks That Shoot for the Stars From Yellow to Viva La Vida, Fix You to Paradise, this playlist goes back to the start.
December ...
05/12/2025
Zafris Lecture Series Brings Nabil Ayers to Berklee The 32nd annual James G. Zafris Distinguished Lecture series was held on Thursday, November 13, with guest...
05/12/2025
Friday 5 December 2025
A new Game of Thrones Tale: Official trailer for Sky Exc...
05/12/2025
Back to All News
Don Lee, Lee Jin-uk, and Lalisa Manobal to Star in Netflix Act...
05/12/2025
Tis the season of giving once again and this year we've taken our Give Back Fridays' concept and turned it on its head.
In the autumn we were approach...
05/12/2025
Brayden Gogis doesn't remember a time when he wasn't completely fixated on games in all forms. In preschool, when they asked us to dress up as what we ...
05/12/2025
The Grinch steals the spotlight as the theme for The Late Late Toy Show 2025
Tune in tonight at 9:35pm on RT One and worldwide on RT Player
#LateLateToyShow...
05/12/2025
RT Announces New Presenters of Flagship News Programmes
New RT Six One News co-presenter Tommy Meskill
Sarah McInerney & Justin McCarthy join Morning Ir...
04/12/2025
ToolsOnAir Blackmagic Design HyperDeck Event Presets for just:in mac pro 2025 & ...
04/12/2025
ToolsOnAir AJA Ki Pro Event Presets for just:in mac pro 2025 & just:in linux
More Details:Starting with version 5.5, both just:in mac pro and just:in linux sol...
04/12/2025
Wangu Kanuri from Kenya and Godwin Asediba from Ghana are two of this years finalists for Thomsons Young Journalist of the Year Award. The pair are runners-up i...
04/12/2025
SVG Sit-Down: ProximaVision's Claudio Lisman on Why Tethered Drones Could Be...
04/12/2025
SVG Campus Shot Callers: Imry Halevi, Senior Associate Director of Athletics, Co...
04/12/2025
Platinum White Paper: LiveU Lightweight Sports Production: A Step Change in Spor...
04/12/2025
London to Riyadh: DAZN brings the boxing glamour to new production levels for Be...
04/12/2025
Analysis: Paramount bets on the battering ram' with Champions League play By Callum McCarthy, Editor-at-Large
Tuesday, December 2, 2025 - 10:12
Print ...
04/12/2025
Space City Home Network Launches SCHN DTC App for Astros and RocketsThe Rockets and Astros were previously the lone NBA and MLB teams without a DTC appBy Jason...
04/12/2025
SVG Summit 2025 Preview: Content Workflows Workshop Spotlights Evolution of Spor...
04/12/2025
New Sponsor Spotlight: Geotech's Patrick Wambold On the Unreal Engine Revolu...
04/12/2025
Curt Gowdy Jr. - Master Storyteller, Nationally and RegionallyBy Jason Dachman, Editorial Director, U.S.
Thursday, December 4, 2025 - 1:52 pm
Print This Sto...
04/12/2025
(L-R) Rebecca Lichtenfeld, Mohammadreza Eyni, Sara Khaki, and Judith Helfand att...
04/12/2025
SBS launches Future Frames initiative to support emerging First Nations video ed...
04/12/2025
Coronal mass ejections caused by eruptions on the surface of the sun can have fa...
04/12/2025
Gracenote Content Connect enables media ecosystem to precisely align ad campaigns and programming based on rich content signals
NEW YORK - December 4, 2025 - N...
Progress in artificial intelligence (AI) is centered on data, of which there is paradoxically both too much and too little.
