2002 · 26 citations · 8 references
EngineeringObstacle DetectionStereo AnalysisField RoboticsStereo ImagingImage AnalysisImage Analysis ApplicationsComputational GeometryGeometric ModelingPath PlanningMachine VisionVision RoboticsComputer ScienceStructure From MotionComputer VisionEvolutionary RoboticsNatural SciencesComputer Stereo VisionRoboticsStereoscopic ProcessingIndividual Evolutionary Strategy
Presents an individual evolutionary strategy devised for image analysis applications. The example problem chosen is obstacle detection using a pair of cameras. The algorithm evolves a population of three-dimensional points ('flies') in the cameras fields of view, using a low complexity fitness function giving highest values to flies likely to be on the surfaces of 3-D obstacles. The algorithm uses classical sharing, mutation and crossover operators. The final result is a fraction of the population rather than a single individual. Some test results are presented and potential extensions to real-time image sequence processing and mobile robotics are discussed.
8
A new optimizer using particle swarm theory
R.C. Eberhart, James Kennedy · 2002 · 14.7K citations
Evolving Neural Network, Engineering, Aerospace Engineering +12
D. E. Goldberg · Medical Entomology and Zoology · 1989 · 10.1K citations