Publication | Closed Access
Pedestrian Detection using Infrared images and Histograms of Oriented Gradients
250
Citations
13
References
2006
Year
Unknown Venue
Motion DetectionImage ClassificationImage AnalysisFeature DetectionMachine VisionMachine LearningPattern RecognitionObject DetectionBiometricsEye TrackingObject RecognitionOriented GradientsComplete MethodEngineeringOptical Image RecognitionPedestrian DetectionVision RecognitionComputer Vision
This paper presents a complete method for pedestrian detection applied to infrared images. First, we study an image descriptor based on histograms of oriented gradients (HOG), associated with a support vector machine (SVM) classifier and evaluate its efficiency. After having tuned the HOG descriptor and the classifier, we include this method in a complete system, which deals with stereo infrared images. This approach gives good results for window classification, and a preliminary test applied on a video sequence proves that this approach is very promising
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