2003 · 12 citations · 5 references
ComputingComputer ScienceComputer VisionMachine LearningMachine VisionNeural NetworksObject RecognitionPattern RecognitionRepresentation LearningShape AnalysisShape RepresentationActive Contour ModelsClassifying ShapesContour DetectionPedestrian DetectionShape ClassificationShape DetectionShape DiscriminationShape Recognition
This paper documents experiments which have been carried out with several neural network systems designed to categorise pedestrian shapes from non-pedestrian shapes. Active contour models ('snakes') have been used to obtain contours of pedestrians as they move around the visual field. Neural networks have then been trained on representations of these relaxed snakes, and can successfully discriminate these contours based upon whether they are 'pedestrian' in shape or not.
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Image processing, analysis and machine vision
Tristan Dijkstra · Neurocomputing · 1994 · 1.8K citations
Active Shape Models - 'smart snakes'
T. F. Cootes, Chris Taylor · 1992 · 223 citations
An efficient method for contour tracking using active shape models
Adam Baumberg, David Hogg · 2002 · 215 citations