August 15, 2024 | International, C4ISR, Security
June 7, 2019 | International, Aerospace, C4ISR
Deep Learning Model Speeds Up, Automates Satellite Image Analysis
Lockheed Martin (NYSE: LMT) develops satellite imagery recognition system using open-source deep learning libraries to quickly identify and classify objects or targets in large areas across the world, potentially saving image analysts countless hours manually categorizing and labeling items within an image. Global Automated Target Recognition runs in the cloud, using Maxar's Geospatial Big Data platform (GBDX) to access Maxar's 100 petabyte satellite imagery library and millions of curated data labels across dozens of categories that expedite the training of deep learning algorithms. Fast GPU's let GATR scan a large area very quickly, while deep learning methods automate object recognition and reduce the need for extensive algorithm training.
GATR teaches itself what the identifying characteristics of an object area or target, for example, learning how to distinguish between a cargo plane and a military transport jet. The system scales quickly to scan large areas, including entire countries. GATR uses deep learning techniques common in the commercial sector and can identify ships, airplanes, buildings, seaports, and many other categories.
“There's more commercial satellite data than ever available today, and up until now, identifying objects has been a largely manual process,” said Maria Demaree, vice president and general manager of Lockheed Martin Space Mission Solutions. “Artificial Intelligence models like GATR keep analysts in control while letting them focus on higher-level tasks.”
GATR has a high accuracy rate, well over 90% on the models we've tested so far. It only took two hours to search the entire state of Pennsylvania for fracking sites – that's 120,000 square kilometers
“I'm not an expert on what oil production sites are, and I don't have to be,” said Mark Pritt, senior fellow at Lockheed Martin and principle investigator for GATR. “This system teaches itself the defining characteristics of an object, saving valuable time training an algorithm and ultimately letting an image analyst focus more on their mission.”
GATR builds on research Pritt's team pioneered during a Intelligence Advanced Research Projects Activity (IARPA) challenge, called the “Functional Map of the World.” The Lockheed Martin team was the only team from a company who placed in the top five.
On the same subject
-
-
October 5, 2018 | International, Aerospace, Naval, Land, C4ISR, Security
US defense-industry report finds 300 security risks needing 'immediate action'
by James Langford A sweeping Defense Department review ordered by President Trump has identified roughly 300 gaps in weapon-makers' supply chains that could threaten U.S. military campaigns if they're not corrected, a senior administration official said Thursday. The report, commissioned in July 2017, will be presented to Trump on Friday, and the president is expected to earmark funds available through both the Defense Production Act and a 1939 defense stockpile program to address some of them, the official said. The issues were identified largely at small and midsize firms that have supplied top-line U.S. contractors like Boeing and Lockheed Martin and have been harmed more than their larger customers by cuts in U.S. government spending, the official said. Compiled by 16 working groups with hundreds of subject-matter exports, the report found both fragile markets and weakened companies, situations that could affect the production of devices such as propeller shafts, as well as supplies of raw materials like rocket fuel, ceramics used in body armor, and metals used in combat vehicles. "We have a situation where we've identified a number of vulnerabilities which demand immediate action," the official said. "This administration's hallmark is immediate action, and with this report, there's also a blueprint for actions that will be launched immediately." The review reflects the president's belief that economic security is synonymous with national security, highlighted with the imposition of double-digit tariffs on steel and aluminum earlier this year. Those duties were set under Section 232 of the Trade Expansion Act of 1962, which allows the White House to intervene in markets to protect national security. Full article: https://www.washingtonexaminer.com/business/us-defense-industry-report-finds-300-security-risks-needing-immediate-action
-
December 5, 2022 | International, C4ISR
CACI boosts spending on independent research and development
Following several technology-focused acquisitions, CACI International is directing about $35 million annually to IR&D.