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Automatic Target Recognition


Automatic Target Recognition
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Automatic Target Recognition


Automatic Target Recognition
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Author : Bruce Jay Schachter
language : en
Publisher:
Release Date : 2018

Automatic Target Recognition written by Bruce Jay Schachter and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with Algorithms categories.


"This third edition of Automatic Target Recognition provides a roadmap for breakthrough ATR designs with increased intelligence, performance, and autonomy. Clear distinctions are made between military problems and comparable commercial Deep Learning problems. These considerations need to be understood by ATR engineers working in the defense industry as well as by their government customers. A reference design is provided for a next-generation ATR that can continuously learn from and adapt to its environment. The convergence of diverse forms of data on a single platform supports new capabilities and improved performance. This third edition broadens the notion of ATR to multisensor fusion. Radical continuous-learning ATR architectures, better integration of data sources, well-packaged sensors, and low-power teraflop chips will enable transformative military designs"--



Automatic Target Recognition


Automatic Target Recognition
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Author : Bruce Jay Schachter
language : en
Publisher:
Release Date : 2017

Automatic Target Recognition written by Bruce Jay Schachter and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017 with Algorithms categories.


"This updated edition of the Tutorial Text on Automatic Target Recognition provides an inside view of the automatic target recognition (ATR) field from the perspective of an engineer working in the field for 40 years. The algorithm descriptions and testing procedures covered in the book are appropriate for addressing military problems. The book also addresses unique aspects and considerations in the design, testing, and fielding of ATR systems. These considerations need to be understood by ATR engineers working in the defense industry as well as by their government customers. A new chapter on the future of ATR presents ATR as system that functions like the human brain. The chapter covers hardware design, algorithm/software design, and potential impacts. The final chapter discusses the future of ATR and provides a type of Turing test for determining if an ATR system is truly smart (neuromorphic or brain-like)"--



Radar Automatic Target Recognition Atr And Non Cooperative Target Recognition Nctr


Radar Automatic Target Recognition Atr And Non Cooperative Target Recognition Nctr
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Author : David Blacknell
language : en
Publisher: IET
Release Date : 2013-08-23

Radar Automatic Target Recognition Atr And Non Cooperative Target Recognition Nctr written by David Blacknell and has been published by IET this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-08-23 with Technology & Engineering categories.


Radar Automatic Target Recognition (ATR) and NonCooperative Target Recognition (NCTR) captures material presented by leading international experts at a NATO lecture series and explores both the fundamentals of classification techniques applied to data from a variety of radar modes and selected advanced techniques at the forefront of research. The ability to detect and locate targets by day or night, over wide areas, regardless of weather conditions has long made radar a key sensor in many military and civil applications. However, the ability to automatically and reliably distinguish different targets represents a difficult challenge, although steady progress has been made over the past couple of decades. This book explores both the fundamentals of classification techniques applied to data from a variety of radar modes and selected advanced techniques at the forefront of research. Topics include: the problem as applied to the ground, air and maritime domains; impact of image quality on the overall target recognition performance; performance of different approaches to the classifier algorithm; improvement in performance to be gained when a target can be viewed from more than one perspective; ways in which natural systems perform target recognition; impact of compressive sensing; advances in change detection, including coherent change detection; and challenges and directions for future research.



Fundamentals Of Automatic Target Recognition


Fundamentals Of Automatic Target Recognition
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Author : Hatem N. Nasr
language : en
Publisher:
Release Date : 2000

Fundamentals Of Automatic Target Recognition written by Hatem N. Nasr and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with categories.


This course provides an overview of ATR systems, architecture, and various approaches in ATR.



Automatic Target Recognition


Automatic Target Recognition
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Author :
language : en
Publisher:
Release Date : 2002

Automatic Target Recognition written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Image processing categories.




Physics Of Automatic Target Recognition


Physics Of Automatic Target Recognition
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Author : Firooz Sadjadi
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-09-04

Physics Of Automatic Target Recognition written by Firooz Sadjadi and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-09-04 with Science categories.


The Physics of Automatic Target Recognition is part of a series focusing on Advanced Sciences and Technologies for Security Applications. This book will address the fundamental physical bases of sensing, and information extraction in the state-of-the art automatic target recognition field. We will explore both passive and active multispectral sensing, polarimetric diversity, complex signature exploitation, sensor and processing adaptation, transformation of electromagnetic and acoustic waves in their interactions with targets, background clutter, transmission media, and sensing elements. The general inverse scattering, and advanced signal processing techniques and scientific evaluation methodologies being used in this multi disciplinary field will be part of this exposition. The issues of modeling of target signatures in various spectral modalities, LADAR, IR, SAR, high resolution radar, acoustic, seismic, visible, hyperspectral, in diverse geometric aspects will be addressed. The problem of clutter modeling from a physics point of view will be also explored. The methods for signal processing and classification will cover concepts such as sensor adaptive and artificial neural networks, time reversal filter. The issue of invariants of sensor and transmission transformations (geometrical, spectral and polarimetric invariants) will be explored . These invariants are crucial in the development of low latency and computationally manageable ATR systems. The book will address the issue of transformations that a signal goes through in its interactions with targets and background, in its passage through a medium and its final reception by a sensor. It is only through understanding these transformations that one can hope in addressing the inverse problem: the identification of originating sources of a signal (target recognition). Advanced Sciences and Technologies for Security Applications focuses on research monographs in the areas of -Recognition and identification (including optical imaging, biometrics, authentication, verification, and smart surveillance systems) -Biological and chemical threat detection (including biosensors, aerosols, materials detection and forensics) -Secure information systems (including encryption, and optical and photonic systems). The series is intended to give an overview at the highest research level at the frontier of research in the physical sciences.



Automatic Target Recognition Xx


Automatic Target Recognition Xx
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Author :
language : en
Publisher:
Release Date : 2010

Automatic Target Recognition Xx written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010 with categories.




Automatic Target Recognition


Automatic Target Recognition
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Author :
language : en
Publisher:
Release Date : 2007

Automatic Target Recognition written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with Image processing categories.




Automatic Target Recognition User Interface Tool


Automatic Target Recognition User Interface Tool
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Author : DAVID A. KERNS
language : en
Publisher: Hutson Street Press
Release Date : 2025-05-22

Automatic Target Recognition User Interface Tool written by DAVID A. KERNS and has been published by Hutson Street Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-22 with Computers categories.


A computer tool to aid in selecting the best Automatic Target Recognition (ATR) algorithm is developed. The program considers many quantifiers, accepts user-defined parameters, allows for changes in the operational environment and presents results in a meaningful way. It is written for Microsoft Excel. An ATR algorithm assigns a class label to a recognized target. General designations can include "Friend" and "Foe." The error of designating "Friend" as "Foe" as well as "Foe" as "Friend" comes with a high cost. Studying each algorithm's error can minimize this cost. Receiver Operating Characteristic (ROC) curves provide only information on the probabilities given a system state of declaring up to three class labels: "True," "False" or "Unknown." Other quantifiers, including an alternate ROC curve, are developed in this study to provide information on the probability of a system state given any of multiple declarations, which is more useful to the user. Sensitivity to prior probabilities, suggestions for user-defined parameters and areas for future research are identified as the User Interface Tool is described in detail in this thesis. This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work was reproduced from the original artifact, and remains as true to the original work as possible. Therefore, you will see the original copyright references, library stamps (as most of these works have been housed in our most important libraries around the world), and other notations in the work. This work is in the public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work. As a reproduction of a historical artifact, this work may contain missing or blurred pages, poor pictures, errant marks, etc. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant.



Automatic Target Recognition Xiii


Automatic Target Recognition Xiii
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Author : Firooz A. Sadjadi
language : en
Publisher: SPIE-International Society for Optical Engineering
Release Date : 2003

Automatic Target Recognition Xiii written by Firooz A. Sadjadi and has been published by SPIE-International Society for Optical Engineering this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Computers categories.