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Vision-based pedestrian detection and estimation with a blind corner camera

Vision-based pedestrian detection and estimation with a blind corner camera

von Bastian Hartmann
Softcover - 9783640981618
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Beschreibung

Research Paper (undergraduate) from the year 2006 in the subject Electrotechnology, grade: 1,0, University Karlsruhe (TH), language: English, abstract: Avoiding collision accidents is becoming more and more an important topic in the research

field of driver assistant systems. Especially for vision-based detection systems there are

various approaches, which are built upon many different methods.

This thesis deals with the avoidance of pedestrian accidents, caused by Blind Corner

view problems. The presented approach comprises a pedestrian detection subsystem, which

is part of a large camera system framework covering observation of the car environment.

Based on a Blind Corner Camera and a neural network classification method, research in

this thesis is focused on two aspects: detection improvement and danger level estimation.

Since vision-based classification methods usually are still not able to yield perfect results,

because of the complexity of this task, the detection result has to be improved by

preprocessing and post processing. In this work, first, effects of image enhancement

methods on detection are tested as preprocessing methods and, secondly, a new approach

for a simple tracking and estimation strategy is presented, which improves detection in the

way of a post processing method. Finally, information from tracking and prediction is used

to estimate a danger level for pedestrians, which provides information about how collisionprone

the current situations is.

Details

Verlag GRIN Verlag
Ersterscheinung August 2011
Maße 21 cm x 14.8 cm x 0.7 cm
Gewicht 141 Gramm
Format Softcover
ISBN-13 9783640981618
Auflage 3. Auflage
Seiten 88

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