Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Genetic programming II: automatic discovery of reusable programs
Genetic programming II: automatic discovery of reusable programs
Neural processing of targets in visible, multispectral IR and SAR imagery
Neural Networks - Special issue: automatic target recognition
Neural Networks - Special issue: automatic target recognition
Classifier and shift-invariant automatic target recognition neural networks
Neural Networks - Special issue: automatic target recognition
Neural networks for automatic target recognition
Neural Networks - Special issue: automatic target recognition
Sonar recognition of targets embedded in sediment
Neural Networks - Special issue: automatic target recognition
Genetic programming: an introduction: on the automatic evolution of computer programs and its applications
Computer Vision
A Contolled Experiment: Evolution for Learning Difficult Image Classification
EPIA '95 Proceedings of the 7th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
Genetic Programming for Feature Discovery and Image Discrimination
Proceedings of the 5th International Conference on Genetic Algorithms
Morphological shared-weight networks with applications to automatic target recognition
IEEE Transactions on Neural Networks
A neural network filter to detect small targets in high clutter backgrounds
IEEE Transactions on Neural Networks
Towards Genetic Programming for Texture Classification
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Genetic Programming for Image Recognition: An LGP Approach
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
New crossover operators in linear genetic programming for multiclass object classification
Proceedings of the 12th annual conference on Genetic and evolutionary computation
CLONAL-GP framework for artificial immune system inspired genetic programming for classification
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part I
Drawing boundaries: using individual evolved class boundaries for binary classification problems
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Two layered Genetic Programming for mixed-attribute data classification
Applied Soft Computing
Online program simplification in genetic programming
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Linear genetic programming for multi-class object classification
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Evolving while-loop structures in genetic programming for factorial and ant problems
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Program simplification in genetic programming for object classification
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Using loops in genetic programming for a two class binary image classification problem
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
Learning weights in genetic programs using gradient descent for object recognition
EC'05 Proceedings of the 3rd European conference on Applications of Evolutionary Computing
GP for object classification: brood size in brood recombination crossover
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
A relaxed approach to simplification in genetic programming
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
Lazy learning for multi-class classification using genetic programming
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
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We describe an approach to the use of genetic programming for object detection problems in which the locations of small objects of multiple classes in large pictures must be found. The evolved programs use a feature set computed from a square input field large enough to contain each of objects of interest and are applied, in moving window fashion, over the large pictures in order to locate the objects of interest. The fitness function is based on the detection rate and the false alarm rate. We have tested the method on three object detection problems of increasing difficulty with four different classes of interest. On pictures of easy and medium difficulty all objects axe detected with no false alarms. On difficult pictures there are still significant numbers of errors, however the results are considerably better than those of a neural network based program for the same problems.