Object detection using image reconstruction with PCA

@article{MalagnBorja2009ObjectDU,
  title={Object detection using image reconstruction with PCA},
  author={Luis Malag{\'o}n-Borja and Olac Fuentes},
  journal={Image Vision Comput.},
  year={2009},
  volume={27},
  pages={2-9}
}
In this paper, we present an object detection system and its application to pedestrian detection in still images, without assuming any a priori knowledge about the image. The system works as follows: in a first stage a classifier examines each location in the image at different scales. Then in a second stage the system tries to eliminate false detections based on heuristics. The classifier is based on the idea that Principal Component Analysis (PCA) can compress optimally only the kind of… CONTINUE READING
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