Generating and generalizing models of visual objects
Artificial Intelligence
Using Perceptual Organization to Extract 3D Structures
IEEE Transactions on Pattern Analysis and Machine Intelligence
Instance-Based Learning Algorithms
Machine Learning
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Neural Networks
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Corpus-driven knowledge acquisition for discourse analysis
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
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Communications of the ACM
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IEEE Transactions on Pattern Analysis and Machine Intelligence
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Machine Learning
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Machine Learning - Special issue on applications of machine learning and the knowledge discovery process
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Computer Vision and Image Understanding
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KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
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Computer Vision and Image Understanding
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Models of Appearance for 3-D Object Recognition
International Journal of Computer Vision
Early Visual Learning
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IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
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ECCV '96 Proceedings of the International Workshop on Object Representation in Computer Vision II
Learning When Negative Examples Abound
ECML '97 Proceedings of the 9th European Conference on Machine Learning
Improving Minority Class Prediction Using Case-Specific Feature Weights
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
The Case against Accuracy Estimation for Comparing Induction Algorithms
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
An Initial Study of an Adaptive Hierarchical Vision System
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Learning Bayesian Networks for Diverse and Varying numbers of Evidence Sets
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Model-Based Influence Diagrams for Machine Vision
UAI '89 Proceedings of the Fifth Annual Conference on Uncertainty in Artificial Intelligence
Detection and Description of Buildings from Multiple Aerial Images
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Multi-Stage Target Recognition Using Modular Vector Quantizers and Multilayer Perceptrons.
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Neural Network-Based Face Detection
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Face and Hand Gesture Recognition Using Hybrid Classifiers
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
Generalizing over Aspect and Location for Rooftop Detection
WACV '98 Proceedings of the 4th IEEE Workshop on Applications of Computer Vision (WACV'98)
Java for Engineers and Scientists
Java for Engineers and Scientists
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Pattern Classification (2nd Edition)
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Journal of Artificial Intelligence Research
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UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
The Minimum Error Minimax Probability Machine
The Journal of Machine Learning Research
Feature bagging for outlier detection
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Genetic programming for cross-task knowledge sharing
Proceedings of the 9th annual conference on Genetic and evolutionary computation
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Proceedings of the 9th annual conference on Genetic and evolutionary computation
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Pattern Recognition Letters
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Pattern Recognition Letters
Outlier Detection with Kernel Density Functions
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Learning and Recognition of Hand-Drawn Shapes Using Generative Genetic Programming
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Parasite detection and identification for automated thin blood film malaria diagnosis
Computer Vision and Image Understanding
Rooftop Detection and 3D Building Modeling from Aerial Images
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
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International Journal of Computer Vision
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CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
An Automation System of Rooftop Detection and 3D Building Modeling from Aerial Images
Journal of Intelligent and Robotic Systems
Learning high-level visual concepts using attributed primitives and genetic programming
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
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ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
Active Rare Class Discovery and Classification Using Dirichlet Processes
International Journal of Computer Vision
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In this paper, we examine the use of machine learning to improve a rooftop detection process, one step in a vision system that recognizes buildings in overhead imagery. We review the problem of analyzing aerial images and describe an existing system that detects buildings in such images. We briefly review four algorithms that we selected to improve rooftop detection. The data sets were highly skewed and the cost of mistakes differed between the classes, so we used ROC analysis to evaluate the methods under varying error costs. We report three experiments designed to illuminate facets of applying machine learning to the image analysis task. One investigated learning with all available images to determine the best performing method. Another focused on within-image learning, in which we derived training and testing data from the same image. A final experiment addressed between-image learning, in which training and testing sets came from different images. Results suggest that useful generalization occurred when training and testing on data derived from images differing in location and in aspect. They demonstrate that under most conditions, naive Bayes exceeded the accuracy of other methods and a handcrafted classifier, the solution currently used in the building detection system.