Concepedia

Hierarchical classification and feature reduction for fast face detection with support vector machines

Bernd Heisele, T. Serre, Sam Prentice, Tomaso Poggio

Pattern Recognition · 2003 · 181 citations · 13 references

Concepts

ComputingComputer ScienceComputer VisionFeature EngineeringMachine LearningClassificationDimensionality ReductionFace RecognitionFeature DetectionRepresentation LearningSupport Vector MachinesFace Feature ExtractionFace Representation LearningFeature Dimensionality ReductionHierarchical ClassificationHierarchical Classification StructuresMulticlass Support Vector MachinesSupport Vector Classification

References

13

Statistical Learning Theory

Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations

Computing, Computer Science, Machine Learning +12

Robust Real-Time Face Detection

Paul Viola, Michael Jones · International Journal of Computer Vision · 2004 · 14.2K citations

Computing, Computer Science, Computer Vision +11

Wrappers for feature subset selection

Ron Kohavi, George H. John · Artificial Intelligence · 1997 · 8.9K citations

Computing, Computer Science, Data Science +10

Neural network-based face detection

Henry A. Rowley, Shumeet Baluja, Takeo Kanade · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 3.5K citations

Computing, Computer Science, Computer Vision +9

Selection of relevant features and examples in machine learning

Avrim Blum, Pat Langley · Artificial Intelligence · 1997 · 3.3K citations

Computing, Computer Science, Data Mining +13