Constraint Drive Generation of Vision Algorithms on an Elastic Infrastructure

Abstract

In this project a prototype Shopforeman system was developed that composes heterogeneous computer vision algorithms on the fly along with a complementary Nightwatchman system that automatically generates novel concept classifiers for the Shopforeman to use. The Shopforeman provides an interface to the user that allows them to specify the specific problem they are trying to solve and a target operating point. The goal of this project was to explore the design of an automated interface to a heterogeneous collection of computer vision algorithms and complementary approaches to develop concept classifiers and datasets that they use.

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Document Details

Document Type
Technical Report
Publication Date
Oct 01, 2014
Accession Number
ADA611197

Entities

People

  • Brandyn A. White
  • Larry S. Davis

Organizations

  • University of Maryland

Tags

Communities of Interest

  • Autonomy
  • C4I
  • Energy and Power Technologies
  • Weapons Technologies

DTIC Thesaurus Topics

  • Accuracy
  • Air Force
  • Air Force Research Laboratories
  • Algorithms
  • Artificial Intelligence
  • Computer Vision
  • Computers
  • Data Management
  • Data Storage Systems
  • Databases
  • Failure Mode And Effect Analysis
  • Government Procurement
  • Information Science
  • Machine Learning
  • Recognition
  • Simulations
  • Supervised Machine Learning

Fields of Study

  • Computer science

Readers

  • Database Systems and Applications
  • Distributed Systems and Data Platform Development

Technology Areas

  • AI & ML
  • AI & ML - Machine Learning Algorithms
  • AI & ML - Neural Networks