Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
A neural network architecture for understanding discrete three-dimensional scenes in medical imaging
Computers and Biomedical Research
Genetic programming II: automatic discovery of reusable programs
Genetic programming II: automatic discovery of reusable programs
Advances in genetic programming
Advances in genetic programming
Advances in genetic programming
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
Accelerated Genetic Programming of Polynomials
Genetic Programming and Evolvable Machines
Genetic Programming with Dynamic Fitness for a Remote Sensing Application
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Map Segmentation by Colour Cube Genetic K-Mean Clustering
ECDL '00 Proceedings of the 4th European Conference on Research and Advanced Technology for Digital Libraries
Evolution of Ship Detectors for Satellite SAR Imagery
Proceedings of the Second European Workshop on Genetic Programming
Classifying offensive sites based on image content
Computer Vision and Image Understanding - Special issue on color for image indexing and retrieval
Genetic programming techniques for hand written digit recognition
Signal Processing
Morphological algorithm design for binary images using genetic programming
Genetic Programming and Evolvable Machines
Algebraic simplification of GP programs during evolution
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
A domain-independentwindow approach to multiclass object detection using genetic programming
EURASIP Journal on Applied Signal Processing
International Journal of Hybrid Intelligent Systems - Hybridization of Intelligent Systems
Genetic filters for video noise reduction
Machine Graphics & Vision International Journal
Genetic programming for medical classification: a program simplification approach
Genetic Programming and Evolvable Machines
Texture segmentation by genetic programming
Evolutionary Computation
A Real-Time Evolutionary Object Recognition System
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
Evolutionary image segmentation based on multiobjective clustering
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
On two approaches to image processing algorithm design for binary images using GP
EvoWorkshops'03 Proceedings of the 2003 international conference on Applications of evolutionary computing
Pixel statistics and false alarm area in genetic programming for object detection
EvoWorkshops'03 Proceedings of the 2003 international conference on Applications of evolutionary computing
Evolving image processing operations for an evolvable hardware environment
ICES'03 Proceedings of the 5th international conference on Evolvable systems: from biology to hardware
Evolving object detectors with a GPU accelerated vision system
ICES'10 Proceedings of the 9th international conference on Evolvable systems: from biology to hardware
Morphological image enhancement procedure design by using genetic programming
Proceedings of the 13th annual conference on Genetic and evolutionary computation
A novel genetic programming algorithm for designing morphological image analysis method
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
Online program simplification in genetic programming
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Towards automated learning of object detectors
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
An evolvable hardware chip for image enhancement in surface roughness estimation
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
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
Region merging for severe oversegmented images using a hierarchical social metaheuristic
EC'05 Proceedings of the 3rd European conference on Applications of Evolutionary Computing
Modelling the human visual process by evolving images from noise
IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis
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
Genetic programming for edge detection based on accuracy of each training image
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
Genetic programming for edge detection using blocks to extract features
Proceedings of the 14th annual conference on Genetic and evolutionary computation
The unconstrained automated generation of cell image features for medical diagnosis
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Automatic construction of invariant features using genetic programming for edge detection
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
Figure of merit based fitness functions in genetic programming for edge detection
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Genetic programming for automatic construction of variant features in edge detection
EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
Automatic construction of gaussian-based edge detectors using genetic programming
EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
Genetic programming for edge detection using multivariate density
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Building holistic descriptors for scene recognition: a multi-objective genetic programming approach
Proceedings of the 21st ACM international conference on Multimedia
Learning discriminative representations from RGB-D video data
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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This paper describes an approach to using GP for image analysis based on the idea that image enhancement, feature detection and image segmentation can be re-framed as filtering problems. GP can discover efficient optimal filters which solve such problems but in order to make the search feasible and effective, terminal sets, function sets and fitness functions have to meet some requirements. We describe these requirements and we propose terminals, functions and fitness functions that satisfy them. Experiments are reported in which GP is applied to the segmentation of the brain in medical images and is compared with artificial neural nets.