Fisher Light-Fields for Face Recognition across Pose and Illumination

نویسندگان

  • Ralph Gross
  • Iain A. Matthews
  • Simon Baker
چکیده

In many face recognition tasks the pose and illumination conditions of the probe and gallery images are di erent. In other cases multiple gallery or probe images may be available, each captured from a di erent pose and under a di erent illumination. We propose a face recognition algorithm which can use any number of gallery images per subject captured at arbitrary poses and under arbitrary illumination, and any number of probe images, again captured at arbitrary poses and under arbitrary illumination. The algorithm operates by estimating the Fisher lighteld of the subject's head from the input gallery or probe images. Matching between the probe and gallery is then performed using the Fisher lightelds.

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

Face Recognition Across Pose and Illumination

The last decade has seen automatic face recognition evolve from small scale research systems to a wide range of commercial products. Driven by the FERET face database and evaluation protocol, the currently best commercial systems achieve verification accuracies comparable to those of fingerprint recognizers. In these experiments, only frontal face images taken under controlled lighting conditio...

متن کامل

Title of Dissertation : UNCONSTRAINED FACE RECOGNITION

Title of Dissertation: UNCONSTRAINED FACE RECOGNITION Shaohua Zhou, Doctor of Philosophy, 2004 Dissertation directed by: Professor Rama Chellappa Department of Electrical and Computer Engineering Although face recognition has been actively studied over the past decade, the state-of-the-art recognition systems yield satisfactory performance only under controlled scenarios and recognition accurac...

متن کامل

2D-3D Mixed Face Recognition Schemes

Automatic recognition of people is a challenging problem which has received much attention during the recent years [FRHomepage, AFGR, AVBPA] due to its potential applications in different fields such as law enforcement, security applications or video indexing. Face recognition is a very challenging problem and up to date, there is no technique that provides a robust solution to all situations a...

متن کامل

Eigen Light-Fields and Face Recognition Across Pose

In many face recognition tasks the pose of the probe and gallery images are different. In other cases multiple gallery or probe images may be available, each captured from a different pose. We propose a face recognition algorithm which can use any number of gallery images per subject captured at arbitrary poses, and any number of probe images, again captured at arbitrary poses. The algorithm op...

متن کامل

Pose and Illumination Invariant Face Recognition Using Video Sequences

Pose and illumination variations remain a persistent challenge in face recognition. In this paper, we present a framework for face recognition from video sequences that is robust to large changes in facial pose and lighting conditions. Our method is based on a recently obtained theoretical result that can integrate the effects of motion, lighting and shape in generating an image using a perspec...

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 2002