Michael Karnes
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View article: Key-Region-Based UAV Visual Navigation
Key-Region-Based UAV Visual Navigation Open
Visual navigation has recently seen significant developments with the rise in autonomous navigation. Keypoint-based mapping and localization has served as a reliable localization method for many applications, but the push to run more appli…
View article: Omni-Modeler: Rapid Adaptive Visual Recognition with Dynamic Learning
Omni-Modeler: Rapid Adaptive Visual Recognition with Dynamic Learning Open
Deep neural network (DNN) image classification has grown rapidly as a general pattern detection tool for an extremely diverse set of applications; yet dataset accessibility remains a major limiting factor for many applications. This paper …
View article: Network Comparison Study of Deep Activation Feature Discriminability with Novel Objects
Network Comparison Study of Deep Activation Feature Discriminability with Novel Objects Open
Feature extraction has always been a critical component of the computer vision field. More recently, state-of-the-art computer visions algorithms have incorporated Deep Neural Networks (DNN) in feature extracting roles, creating Deep Convo…
View article: Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System
Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System Open
This paper presents a novel ultrasound imaging point-of-care (PoC) COVID-19 diagnostic system. The adaptive visual diagnostics utilize few-shot learning (FSL) to generate encoded disease state models that are stored and classified using a …