Saliency-Based Robust Correlation for Real-Time Face Registration and Verification

نویسندگان

  • Kenneth Jonsson
  • Jiri Matas
  • Josef Kittler
  • S. Haberl
چکیده

We propose a novel person verification system for real-time face identification. The main features of the system include accurate registration of face images using a robust form of correlation, a framework for global registration of a face database using a minimum spanning tree algorithm and a method for selecting a subset of features optimal for discrimination between clients and impostors. The results indicate that the image registration is of high accuracy and the feature selection is successfully improving on the verification performance.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Fast Face Localisation and Verification

We propose a method for fast face localisation and verification (identification) based on a robust form of correlation. Geometric and photometric normalisation of face images is achieved by direct minimisation. During optimisation, the correlation is estimated from a set of samples drawn from a Sobol sequence. This Monte-Carlo technique speeds the evaluation of correlation approximately twenty ...

متن کامل

Feature Based Image Matching for Airborne Platform

In computer vision, detection and tracking of targets is very complex problem and demands sophisticated solutions. Unmanned Aerial Vehicles (UAVs) are increasingly being used for reconnaissance and Surveillance. This framework mainly consists of image matching for reconnaissance and Surveillance. This framework mainly consists of image matching for Digital Scene Matching Area Correlation (DSMAC...

متن کامل

Face Detection with methods based on color by using Artificial Neural Network

The face Detection methodsis used in order to provide security. The mentioned methods problems are that it cannot be categorized because of the great differences and varieties in the face of individuals. In this paper, face Detection methods has been presented for overcoming upon these problems based on skin color datum. The researcher gathered a face database of 30 individuals consisting of ov...

متن کامل

Learning Support Vectors for Face Authentication: Sensitivity to Mis-Registrations

The paper studies Support Vector Machines (SVMs) in the context of face authentication. We present an evaluation of the impact of registration errors on the SVM performance. The results obtained by randomly perturbing the groundtruth eye coordinates are compared to those of a fully automatic registration technique based on a robust form of correlation. In the latter method, mis-registrations oc...

متن کامل

A prototype system for unconstrained face verification based on statistical learning

This paper discusses the video processing modules of a prototype face verification system. The main modules (face detection, registration, and verification) are all based on a feature selection plus classification pipeline that implements recently proposed statistical learning algorithms. All these modules are running on the prototype since January 2008, performing face verification in real tim...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 1998