2005 · 15 citations · 10 references
ComputingAutomotive EngineeringComputer ScienceComputer VisionMachine LearningMachine VisionImage ClassificationObject DetectionObject RecognitionAutomated Pedestrian DetectionClassifier FusionNear-infrared RadiationPedestrian Detection
The paper presents an algorithm of pedestrian detection in night using a near infrared camera which is installed in a moving car. To deal with several kinds of primary disturbances in the road, we adopt a multi-stage classifier which eliminates certain kinds of disturbances in every stage. In the final stage, a classifier based on 2D pedestrian shape model is especially designed to make decision. The speed of detection can be accelerated due to the multi-stage strategy. The experiment shows our method is promising.
10
Bayesian human segmentation in crowded situations
Tao Zhao, R. Nevatia · 2003 · 298 citations
Shape-based pedestrian detection
Alberto Broggi, Massimo Bertozzi, A. Fascioli et al. · 2002 · 228 citations
Probabilistic template based pedestrian detection in infrared videos
H. Nanda, L.S. Davis · 2003 · 216 citations