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Author : Tsung-Liang Chen
Publisher :
ISBN 13 :
Total Pages : 196 pages
Book Rating : 4.:/5 (787 download)
Download or read book Automatic Target Recognition with Synthetic Aperture Radar Imagery written by Tsung-Liang Chen and published by . This book was released on 2000 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Jesse Feder Kantor
Publisher :
ISBN 13 :
Total Pages : 150 pages
Book Rating : 4.:/5 (589 download)
Download or read book Automatic Target Recognition for Synthetic Aperture Radar Imagery written by Jesse Feder Kantor and published by . This book was released on 2004 with total page 150 pages. Available in PDF, EPUB and Kindle. Book excerpt: A study of three methods to identify potential military targets using automatic target recognition with image data of tanks generated from Synthetic Aperture Radar. The methods analyzed were based on three algorithms: Fast Correlation, Grayscale Layer, and Topographic Primal Sketch.
Author : Uttam K. Majumder
Publisher : Artech House
ISBN 13 : 1630816396
Total Pages : 290 pages
Book Rating : 4.6/5 (38 download)
Download or read book Deep Learning for Radar and Communications Automatic Target Recognition written by Uttam K. Majumder and published by Artech House. This book was released on 2020-07-31 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: This authoritative resource presents a comprehensive illustration of modern Artificial Intelligence / Machine Learning (AI/ML) technology for radio frequency (RF) data exploitation. It identifies technical challenges, benefits, and directions of deep learning (DL) based object classification using radar data, including synthetic aperture radar (SAR) and high range resolution (HRR) radar. The performance of AI/ML algorithms is provided from an overview of machine learning (ML) theory that includes history, background primer, and examples. Radar data issues of collection, application, and examples for SAR/HRR data and communication signals analysis are discussed. In addition, this book presents practical considerations of deploying such techniques, including performance evaluation, energy-efficient computing, and the future unresolved issues.
Author : Alvin Wang
Publisher :
ISBN 13 :
Total Pages : 406 pages
Book Rating : 4.:/5 (611 download)
Download or read book Automatic Target Recognition for Synthetic Aperture Radar Imagery Data Using Hausdorff Distance Transform written by Alvin Wang and published by . This book was released on 2004 with total page 406 pages. Available in PDF, EPUB and Kindle. Book excerpt: Automatic Target Recognition (ATR) is a pattern recognition technique used to detect targets in a defined area of interest. The objective of the research was to discover the potential of applying ATR to Synthetic Aperture Radar (SAR) images and to explore the opportunities of employing Hausdorff Distance Transform (HDT) on multiple feature sets.
Author :
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (946 download)
Download or read book Context and Quasi-Invariants in Automatic Target Recognition (ATR) with Synthetic Aperture Radar (SAR) Imagery written by and published by . This book was released on 2000 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This report focuses on the development of an automatic target recognition (ATR) system using high resolution synthetic aperture radar (SAR) imagery. The system achieves 95 to 100 percent recognition rates when applied to a set of MSTAR images. Typically, the system takes less than one minute to match an input image to a candidate vehicle class with Matlab programs running on a Pentium II 300 MHz machine. Experiments based on conventional recognition techniques were conducted for comparisons. Study of persistent scattering confirms the feasibility of implementing a SAR ATR system using physical image features. A new generic vehicle model, parameterized by the length, width, and orientation of a target is used in a two-phase recognition process with hypothesis generation and verification aimed at addressing the combinatorial target recognition problem. In the hypothesis generation stage, a few likely candidate target classes are identified from a target database with positive evidence. The candidates are assessed using both positive and negative evidence in the hypothesis verification stage. Leading surface estimation, image alignment, Delaunay walk, and recognition metrics are introduced to improve performance of the SAR ATR system.
Author : David Blacknell
Publisher : IET
ISBN 13 : 1849196850
Total Pages : 292 pages
Book Rating : 4.8/5 (491 download)
Download or read book Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) written by David Blacknell and published by IET. This book was released on 2013-08-23 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Author :
Publisher :
ISBN 13 :
Total Pages : 852 pages
Book Rating : 4.3/5 (91 download)
Download or read book Algorithms for Synthetic Aperture Radar Imagery written by and published by . This book was released on 1999 with total page 852 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Firooz A. Sadjadi
Publisher : SPIE-International Society for Optical Engineering
ISBN 13 : 9780819428202
Total Pages : 616 pages
Book Rating : 4.4/5 (282 download)
Download or read book Automatic Target Recognition VIII written by Firooz A. Sadjadi and published by SPIE-International Society for Optical Engineering. This book was released on 1998 with total page 616 pages. Available in PDF, EPUB and Kindle. Book excerpt: This work explores automatic target recognition (ATR). It is divided into sections which look at topics such as: advanced systems for ATR, including airborne video surveillance; multisensor ATR; and adaptive and learning techniques for ATR.
Author : Edmund G. Zelnio
Publisher : SPIE-International Society for Optical Engineering
ISBN 13 :
Total Pages : 702 pages
Book Rating : 4.E/5 ( download)
Download or read book Algorithms for Synthetic Aperture Radar Imagery V written by Edmund G. Zelnio and published by SPIE-International Society for Optical Engineering. This book was released on 1998 with total page 702 pages. Available in PDF, EPUB and Kindle. Book excerpt: A presentation of algorithms for synthetic aperture radar imagery. It studies: image formation; image registration and fusion; image quality assessment; and feature extraction.
Author : Fouad Sabry
Publisher : One Billion Knowledgeable
ISBN 13 :
Total Pages : 193 pages
Book Rating : 4.:/5 (661 download)
Download or read book Automatic Target Recognition written by Fouad Sabry and published by One Billion Knowledgeable. This book was released on 2024-05-04 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is Automatic Target Recognition The capacity of an algorithm or device to recognize targets or other objects based on data acquired from sensors is referred to as automatic target recognition, an abbreviation for these capabilities. How you will benefit (I) Insights, and validations about the following topics: Chapter 1: Automatic Target Recognition Chapter 2: Computer Vision Chapter 3: Radar Chapter 4: Doppler Radar Chapter 5: Synthetic-aperture Radar Chapter 6: Imaging Radar Chapter 7: Beamforming Chapter 8: Pulse-Doppler Radar Chapter 9: Passive Radar Chapter 10: Inverse Synthetic-aperture Radar (II) Answering the public top questions about automatic target recognition. (III) Real world examples for the usage of automatic target recognition in many fields. Who this book is for Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of Automatic Target Recognition.
Author : Umaiyal Ramanathan
Publisher :
ISBN 13 :
Total Pages : 236 pages
Book Rating : 4.:/5 (969 download)
Download or read book Synthetic Aperture Radar Automatic Target Recognition Using a Modified Eigen-image Approach written by Umaiyal Ramanathan and published by . This book was released on 2001 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author :
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (946 download)
Download or read book Synthetic Aperture Radar (SAR) Automatic Target Recognition (ATR) Parametric Study written by and published by . This book was released on 2003 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: SAR ATR is a very complex problem that still has not been mastered. SAR ATR is difficult largely due to the fact that SAR imagery exhibits large variability. SAR imagery is a function of many variables called operating conditions (OCs) that can be subdivided into three large groups. The three main OCs are target, environment, and sensor. Sensor operating conditions deal with the properties of the sensor that have some of the largest effects on the formation of SAR images, including depression angle, squint angle, frequency, PRF, polarization, single/multi-look, sensor abnormalities, noise level, strip versus spot, and resolution. In the development and testing of SAR ATR algorithms to date the effects of sensor OCs have been given very little thought. The ultimate objective of this study is to develop a road map for studying various effects of varying sensor OCs on the performance of SAR ATR algorithms. For achieving this goal, we conducted literature searches to see how much had been done in sensor OC study. We also studied alternative data sources and the ways to generate SAR data related to the variation of sensor OCs to support SAR parametric study. In addition, we allocated and implemented a number of baseline ATR algorithms for the evaluation of their performance under the variation of sensor OCs. Our research has established an experimental paradigm for SAR parametric study.
Author : Louis Patrick Nicoli
Publisher :
ISBN 13 :
Total Pages : 142 pages
Book Rating : 4.:/5 (18 download)
Download or read book Automatic Target Recognition of Synthetic Aperture Radar Images Using Elliptical Fourier Desciptors written by Louis Patrick Nicoli and published by . This book was released on 2007 with total page 142 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Adam T. Hipp
Publisher :
ISBN 13 :
Total Pages : 280 pages
Book Rating : 4.:/5 (77 download)
Download or read book New Feature Extraction and Matching Algorithms for Automatic Target Recognition in Synthetic Aperture Radar written by Adam T. Hipp and published by . This book was released on 2006 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: A project to develop an automatic target recognition (ATR) algorithm for synthetic aperture radar (SAR) imagery data, matching an unknown target to one of the known reference targets based on a maximum likelihood estimation procedure. Central to the algorithm is the CLEAN method, which tries to strengthen peak feature image classification importance. The effectiveness of the CLEAN algorithm will be assessed by comparing target recognition accuracy of CLEANed images to those that have not undergone the CLEAN method.
Author :
Publisher :
ISBN 13 :
Total Pages : 438 pages
Book Rating : 4.3/5 (91 download)
Download or read book Automatic Target Recognition written by and published by . This book was released on 2007 with total page 438 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Fouad Sabry
Publisher : One Billion Knowledgeable
ISBN 13 :
Total Pages : 188 pages
Book Rating : 4.:/5 (661 download)
Download or read book Automatic Target Recognition written by Fouad Sabry and published by One Billion Knowledgeable. This book was released on 2023-07-04 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: What Is Automatic Target Recognition The capacity of an algorithm or device to detect targets or other objects based on data acquired from sensors is referred to as automatic target recognition, abbreviated as ATR. How You Will Benefit (I) Insights, and validations about the following topics: Chapter 1: Automatic target recognition Chapter 2: Computer vision Chapter 3: Radar Chapter 4: Synthetic-aperture radar Chapter 5: Beamforming Chapter 6: Pulse-Doppler radar Chapter 7: Inverse synthetic-aperture radar Chapter 8: Radar signal characteristics Chapter 9: Time delay neural network Chapter 10: Track algorithm (II) Answering the public top questions about automatic target recognition. (III) Real world examples for the usage of automatic target recognition in many fields. (IV) 17 appendices to explain, briefly, 266 emerging technologies in each industry to have 360-degree full understanding of automatic target recognition' technologies. Who This Book Is For Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of automatic target recognition.
Author : Chia-Huei Yao
Publisher :
ISBN 13 :
Total Pages : 172 pages
Book Rating : 4.:/5 (77 download)
Download or read book Automatic Target Recognition for Synthetic Aperture Radar Using Multiple Features written by Chia-Huei Yao and published by . This book was released on 2005 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: A project to identify various military vehicles in the Moving and Stationary Target Acquisitions and Recognition (MSTAR) image repository. The collecting and sorting was previously accomplished, so this study focuses on analysis and identification of images. The project was divided into three stages: image filtration, feature extraction, and target classification. This thesis concentrated on stages one and two. Alvin Wang, another graduate student, emphasized the third stage in his thesis.
