2004 · 53 citations · 12 references
ComputingComputer ScienceVision ScienceComputer VisionMachine VisionSensor FusionFeature DescriptionObject DetectionObject RecognitionVisual TrackingHuman DetectionHuman Shape DetectionInfrared Image SensorsMulti-scale Object DetectionPedestrian DetectionPedestrian Detection SystemsShapeThermal Characteristics
This paper presents the improvements of a system for pedestrian detection in infrared images. The system is based on a multi-resolution localization of warm symmetrical objects with specific size and aspect ratio; the multi-resolution approach allows to detect both close and far pedestrians. A match against a set of 3D models encoding human shape's morphological and thermal characteristics is used as a validation process to remove false positives. No temporal correlation, nor motion cues are used for the processing that is based on the analysis of single frames only.
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Probabilistic template based pedestrian detection in infrared videos
H. Nanda, L.S. Davis · 2003 · 216 citations
Walking pedestrian recognition
Cristóbal Curio, Johann Edelbrunner, Thomas Kalinke et al. · IEEE Transactions on Intelligent Transportation Systems · 2000 · 151 citations
Shape-based pedestrian detection and tracking
Dariu M. Gavrila, J. Giebel · 2003 · 120 citations