PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

Statistical Learning Approaches with Application to Face Detection
Emanuele Franceschi, Francesca Odone and Alessandro Verri
In: Summer School on Biometrics 2003, June 2003, Alghero, Italy.

Abstract

We present a concise tutorial on statistical learning, the theoretical ground on which the learning from examples paradigm is based. We also discuss the problem of face detection as a case study illustrating the solutions proposed in this framework. Finally, we describe some new results we obtained by means of an object detection method based on statistical hypothesis tests which makes use of positive examples only.

EPrint Type:Conference or Workshop Item (Lecture)
Additional Information:Lecture Notes on Computer Science 3161
Project Keyword:Project Keyword UNSPECIFIED
Subjects:Machine Vision
ID Code:240
Deposited By:Alessandro Verri
Deposited On:23 November 2004