What size net gives valid generalization?
Neural Computation
Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Three-dimensional computer vision: a geometric viewpoint
Three-dimensional computer vision: a geometric viewpoint
Genetic programming II: automatic discovery of reusable programs
Genetic programming II: automatic discovery of reusable programs
Advances in genetic programming
Neural processing of targets in visible, multispectral IR and SAR imagery
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
Recombination, selection, and the genetic construction of computer programs
Recombination, selection, and the genetic construction of computer programs
Pattern recognition and image analysis
Pattern recognition and image analysis
Machine learning and image interpretation
Machine learning and image interpretation
Target detection in SAR imagery by genetic programming
Advances in Engineering Software
A Contolled Experiment: Evolution for Learning Difficult Image Classification
EPIA '95 Proceedings of the 7th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
The Boru Data Crawler for Object Detection Tasks in Machine Vision
Proceedings of the Applications of Evolutionary Computing on EvoWorkshops 2002: EvoCOP, EvoIASP, EvoSTIM/EvoPLAN
Simultaneous Discovery of Reusable Detectors and Subroutines Using Genetic Programming
Proceedings of the 5th International Conference on Genetic Algorithms
Genetic Programming for Feature Discovery and Image Discrimination
Proceedings of the 5th International Conference on Genetic Algorithms
Genetic Programming for Automatic Target Classification and Recognition
EP '98 Proceedings of the 7th International Conference on Evolutionary Programming VII
Exploring some Commercial Applications of Genetic Programming
Selected Papers from AISB Workshop on Evolutionary Computing
PADO: Learning Tree Structured Algorithms for Orchestration into an Object Recognition System
PADO: Learning Tree Structured Algorithms for Orchestration into an Object Recognition System
Programmatic compression of images and sound
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Genetic programming for image analysis
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Face recognition/detection by probabilistic decision-based neural network
IEEE Transactions on Neural Networks
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
Applying online gradient descent search to genetic programming for object recognition
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Morphological algorithm design for binary images using genetic programming
Genetic Programming and Evolvable Machines
Synthesis of interest point detectors through genetic programming
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
Visual learning of texture descriptors for facial expression recognition in thermal imagery
Computer Vision and Image Understanding
Genetic programming for medical classification: a program simplification approach
Genetic Programming and Evolvable Machines
Robust method of detecting moving objects in videos evolved by genetic programming
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Connection Science - Evolutionary Learning and Optimisation
Automated design of image operators that detect interest points
Evolutionary Computation
Evolutionary learning of local descriptor operators for object recognition
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Motion detection in complex environments by genetic programming
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Multiclass Object Recognition Based on Texture Linear Genetic Programming
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
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
Learning Motion Detectors by Genetic Programming
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Investigation of brood size in GP with brood recombination crossover for object recognition
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Fitness functions in genetic programming for classification with unbalanced data
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
New crossover operators in linear genetic programming for multiclass object classification
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Genetic Programming and Evolvable Machines
Evolving automatic frame splitters
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Parallel linear genetic programming
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
Refining fitness functions and optimising training data in GP for object detection
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
Localisation fitness in GP for object detection
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
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
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
Improving robustness of multiple-objective genetic programming for object detection
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
Interest point detection through multiobjective genetic programming
Applied Soft Computing
Parallel linear genetic programming for multi-class classification
Genetic Programming and Evolvable Machines
Two-Tier genetic programming: towards raw pixel-based image classification
Expert Systems with Applications: An International Journal
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Genetic programming as strategy for learning image descriptor operators
Intelligent Data Analysis
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This paper describes a domain-independent approach to the use of genetic programming for object detection problems in which the locations of small objects of multiple classes in large images must be found. The evolved program is scanned over the large images to locate the objects of interest. The paper develops three terminal sets based on domain-independent pixel statistics and considers two different function sets. 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. This work not only extends genetic programming to multiclass-object detection problems, but also shows how to use a single evolved genetic program for both object classification and localisation. The object classification map developed in this approach can be used as a general classification strategy in genetic programming for multiple-class classification problems.