IEEE Signal Processing Letters · 2009 · 11 citations · 9 references
ComputingComputer ScienceComputer VisionMachine LearningMachine VisionBayesian InferenceBayesian LearningBayesian StatisticsFace RecognitionObject DetectionVisual TrackingBayesian ClassifiersBayesian TrackingCamera TrackingComputational EfficiencyComputational Efficiency AnalysisOnline TrackingReal-time Tracking AlgorithmsVoting Classifiers
<para xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> We discuss how a probabilistic interpretation of the output provided by a cascade of boosted classifiers can be exploited for Bayesian tracking in video streams. In particular, real-time face and body detection can be achieved by relying on such a Bayesian framework. Results show that such integrated approach is appealing with respect both to robustness and computational efficiency. </para>
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Robust Real-Time Face Detection
Paul Viola, Michael Jones · International Journal of Computer Vision · 2004 · 14.2K citations