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Garbage In ≠ Garbage Out: Exploring Gan Resilience To Image Training Set Degradations, Nicholas Crino, Bruce A. Cox, Nathan B. Gaw
Garbage In ≠ Garbage Out: Exploring Gan Resilience To Image Training Set Degradations, Nicholas Crino, Bruce A. Cox, Nathan B. Gaw
Faculty Publications
Generative Adversarial Networks (GANs) have received immense attention in recent years due to their ability to capture complex, high-dimensional data distributions without the need for extensive labeling. Since their conception in 2014, a wide array of GAN variants have been proposed featuring alternative architectures, optimizers, and loss functions with the goal of improving performance and training stability. This manuscript focuses on quantifying the resilience of a GAN architecture to specific modes of image degradation. We conduct systematic experimentation to empirically determine the effects of 10 fundamental image degradation modes, applied to the training image dataset, on the Fréchet inception distance …
Pilot Development: An Empirical Mixed-Method Analysis, Jonathan Slottje, Jason Anderson, John M. Dickens, Adam D. Reiman
Pilot Development: An Empirical Mixed-Method Analysis, Jonathan Slottje, Jason Anderson, John M. Dickens, Adam D. Reiman
Faculty Publications
Purpose — Pilot upgrade training is critical to aircraft and passenger safety. This study aims to identify variances in the US Air Force C-130J pilot upgrade training based on geographic location and provide a model to enhance policy that will impact future pilot training efforts that lower cost and increase operator quality and proficiency.
Design/methodology/approach — This research employed a mixed-method approach. First, the authors collected data and analyzed 90 C-130J pilots' aviation records and then contextualized this analysis with interviews of experts. Finally, the authors present a modified version of Six Sigma's define–measure–analyze–improve–control (DMAIC) that identifies and reduces the …
Forging Tomorrow's Air, Space, And Cyber War Fighters: Recommendations For Integration And Development, Mark Reith
Forging Tomorrow's Air, Space, And Cyber War Fighters: Recommendations For Integration And Development, Mark Reith
Faculty Publications
Today’s Airmen operate in contested environments, and years of technical-data spillage, coupled with policies emphasizing commercial-off-the-shelf acquisition, ensure that the immediate future will remain contested as our adversaries seek to exploit level playing fields. Long gone are the days of Operation Desert Storm and Enduring Freedom when air superiority dominated and the supporting elements of space, communications, and computers were largely out of reach for many nation-states. Since then, technology has become ubiquitously intertwined in weapon systems and today largely turns the gears of warfare, allowing a range of actors to erode national instruments of power.