Gaylord Palms Resort & Convention Center
Orlando, Florida, United States
15 - 19 April 2018
Conference 10648
Automatic Target Recognition XXVIII
Monday - Tuesday 16 - 17 April 2018
Important
Dates
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Abstract Due:
9 October 2017

Author Notification:
11 December 2017
Notifications will be sent no later than 12/15/17

Manuscript Due Date:
21 March 2018

Conference
Committee
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Monday 16 April Show All Abstracts
Session 1:
Advances in Machine Learning in ATR I
Monday 16 April 2018
8:40 AM - 10:00 AM
Location: Ballroom Level, Tampa 2
Performance optimization of deep learning via transfer learning with limited datasets for scene understanding
(Canceled)
Paper 10648-2
Time: 8:40 AM - 9:00 AM
Author(s):
Show Abstract
Simulated performance comparison of staring, scanning and multiplexed imagers (Conference Presentation)
Paper 10648-26
Time: 8:40 AM - 9:00 AM
Author(s):
Show Abstract
Systematic evaluation of deep learning based detection frameworks for aerial imagery
Paper 10648-4
Time: 9:00 AM - 9:20 AM
Author(s):
Show Abstract
Comparison of SVM and CNN classification methods for infrared target recognition
Paper 10648-5
Time: 9:20 AM - 9:40 AM
Author(s):
Show Abstract
The semantic web and computer vision: old AI meets new AI
Paper 10648-25
Time: 9:40 AM - 10:00 AM
Author(s):
Show Abstract
Coffee Break 10:00 AM - 10:30 AM
Panel Discussion: Machine Learning for Automatic Target Recognition (ML4ATR)
Monday 16 April 2018
10:30 AM - 12:30 PM
Location: Ballroom Level, Tampa 2

Panel Moderators: Riad I. Hammoud, BAE Systems (USA); Timothy L. Overman, Lockheed Martin (USA)
Panelists: Vincent J. Velten, Air Force Research Lab. (USA); Katherine Guo, Lockheed Martin Corp. (USA); William C. Snyder, BAE Systems (USA); Daniela I. Moody, Descartes Labs, Inc. (USA); Anthony J. Hoogs, Kitware, Inc. (USA); Joseph L. Mundy, Vision Systems, Inc.; May V. Casterline, NVIDIA (USA); Hakjae Kim, Intelligence Advanced Research Projects Activity (USA); Jason Stack, Office of Naval Research (USA)

The Machine Learning for Automatic Target Recognition (ML4ATR) session at SPIE Defense + Security 2018 (ATR conference) highlights the accomplishments to date and challenges ahead in designing and deploying deep learning and big data analytics algorithms, systems, and hardware for ATR. It provides a forum for researchers, practitioners, solution architects and program managers across all the widely varying disciplines of ATR involved in connecting, engaging, designing solutions, setting up requirements, testing and evaluating to shape the future of this exciting field. ML4ATR topics of interest include training deep learning based ATR with limited measured/real data, multi-modal satellite/hyperspectral/Sonar/FMV Imagery analytics, graph analytic multi-sensory fusion, change detection, pattern-of-life analysis, adversarial learning, trust and ethics. This year ML4ATR hosts 8 panelists from government labs, research institutions and defense R&D companies. Each panelist gives a short keynote talk about their projects on machine learning for ATR. The chairs of this session encourage attendees from the SPIE Defense + Commercial Sensing 2018 community to engage in the discussions with the panel members.
Lunch Break 12:30 PM - 1:40 PM
Session 2:
Advanced Algorithms in ATR I
Monday 16 April 2018
1:40 PM - 3:20 PM
Location: Ballroom Level, Tampa 2
Fast and robust image processing algorithms based on approximations to order statistics
Paper 10648-6
Time: 1:40 PM - 2:00 PM
Author(s):
Show Abstract
Optical flow assisted IRCCM algorithm for sea skimming anti-ship missile systems
Paper 10648-7
Time: 2:00 PM - 2:20 PM
Author(s):
Show Abstract
Object recognition using low light level 3D point clouds
Paper 10648-9
Time: 2:40 PM - 3:00 PM
Author(s):
Show Abstract
Performance evaluation of a real-time seismic detection system for moving targets based on CFAR detectors
(Canceled)
Paper 10648-10
Time: 3:00 PM - 3:20 PM
Author(s):
Show Abstract
Coffee Break 3:20 PM - 3:50 PM
Session 3:
Advanced Algorithm in ATR II
Monday 16 April 2018
3:50 PM - 4:50 PM
Location: Ballroom Level, Tampa 2
Series approximation to probability densities
Paper 10648-11
Time: 3:50 PM - 4:10 PM
Author(s):
Show Abstract
Recognizing objects in 3D data with distinctive self-similarity features
Paper 10648-12
Time: 4:10 PM - 4:30 PM
Author(s):
Show Abstract
Integrated color, shape and texture features for object classification on oil/gas pipeline right-of-ways
Paper 10648-13
Time: 4:30 PM - 4:50 PM
Author(s):
Show Abstract
Defense + Commercial Sensing Plenary Session
Monday 16 April 2018
5:00 PM - 7:00 PM
Location: Ballroom Level, Osceola Ballroom C

Plenary Session and Presentation details
Tuesday 17 April Show All Abstracts
Session 4:
Advanced Algorithms in ATR III
Tuesday 17 April 2018
8:00 AM - 9:00 AM
Location: Ballroom Level, Tampa 2
Mask size independent and orientation invariant object finding
Paper 10648-14
Time: 8:00 AM - 8:20 AM
Author(s):
Show Abstract
An approach to image clustering and retrieval
Paper 10648-15
Time: 8:20 AM - 8:40 AM
Author(s):
Show Abstract
Effective direction of arrival estimation of gunshot signals from an in-flight unmanned aerial vehicle
Paper 10648-16
Time: 8:40 AM - 9:00 AM
Author(s):
Show Abstract
Session 5:
Advances in Machine Learning in ATR II
Tuesday 17 April 2018
9:00 AM - 10:00 AM
Location: Ballroom Level, Tampa 2
Automatic target recognition using deep convolutional neural networks
Paper 10648-17
Time: 9:00 AM - 9:20 AM
Author(s):
Show Abstract
Evaluating bag of features approach for vehicle classification in infrared imagery
(Canceled)
Paper 10648-18
Time: 9:20 AM - 9:40 AM
Author(s):
Show Abstract
Collaborative sparse priors for multi-view ATR
Paper 10648-19
Time: 9:40 AM - 10:00 AM
Author(s):
Show Abstract
Coffee Break and Dedicated Exhibition Time 10:00 AM - 11:00 AM
Session 6:
Advances in Machine Learning in ATR III
Tuesday 17 April 2018
11:00 AM - 12:50 PM
Location: Ballroom Level, Tampa 2
On adaptive compressive sensing and radar target recognition
Paper 10648-20
Time: 11:00 AM - 11:20 AM
Author(s):
Show Abstract
Random forest estimator for enhances target detection
Paper 10648-21
Time: 11:20 AM - 11:40 AM
Author(s):
Show Abstract
Fusion of ATR and Contextual Information for Convoy Detection in Satellite Imagery
(Canceled)
Paper 10648-22
Time: 11:40 AM - 12:00 PM
Author(s):
Show Abstract
Performance Analysis of Deep Learning-based Automatic Target Recognition (Conference Presentation)
Paper 10648-23
Time: 12:00 PM - 12:20 PM
Author(s):
Show Abstract
Advanced IR sensors for detection, tracking, and threat warning (Invited Paper)
Paper 10648-24
Time: 12:20 PM - 12:50 PM
Author(s):
Show Abstract
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