The thesis is focused on fast visual object tracking and detection methods. We use the linear
regression to learn a predictor, which forms a mapping from the image data directly to the …

Learning models from visual exemplars proved to be a very successful strategy in computer
vision. Results of methods which learn from images clearly outperform results achieved by …