Face recognition
Top Cited Papers
- 1 December 2003
- journal article
- Published by Association for Computing Machinery (ACM) in ACM Computing Surveys
- Vol. 35 (4) , 399-458
- https://doi.org/10.1145/954339.954342
Abstract
As one of the most successful applications of image analysis and understanding, face recognition has recently received significant attention, especially during the past several years. At least two reasons account for this trend: the first is the wide range of commercial and law enforcement applications, and the second is the availability of feasible technologies after 30 years of research. Even though current machine recognition systems have reached a certain level of maturity, their success is limited by the conditions imposed by many real applications. For example, recognition of face images acquired in an outdoor environment with changes in illumination and/or pose remains a largely unsolved problem. In other words, current systems are still far away from the capability of the human perception system.This paper provides an up-to-date critical survey of still- and video-based face recognition research. There are two underlying motivations for us to write this survey paper: the first is to provide an up-to-date review of the existing literature, and the second is to offer some insights into the studies of machine recognition of faces. To provide a comprehensive survey, we not only categorize existing recognition techniques but also present detailed descriptions of representative methods within each category. In addition, relevant topics such as psychophysical studies, system evaluation, and issues of illumination and pose variation are covered.Keywords
This publication has 81 references indexed in Scilit:
- Face reconstruction from monocular video using uncertainty analysis and a generic modelComputer Vision and Image Understanding, 2003
- Sequential Monte Carlo Methods for Dynamic SystemsJournal of the American Statistical Association, 1998
- Effects of lighting on the perception of facial surfaces.Journal of Experimental Psychology: Human Perception and Performance, 1996
- Decision-based neural networks with signal/image classification applicationsIEEE Transactions on Neural Networks, 1995
- Active Shape Models-Their Training and ApplicationComputer Vision and Image Understanding, 1995
- HMM-based architecture for face identificationImage and Vision Computing, 1994
- Shape from shading using linear approximationImage and Vision Computing, 1994
- Identification of spatially quantised tachistoscopic images of faces: How many pixels does it take to carry identity?The European Journal of Cognitive Psychology, 1991
- Caricature Generator: The Dynamic Exaggeration of Faces by ComputerPublished by JSTOR ,1985
- A Definition of Caricature and Caricature and RecognitionStudies in the Anthropology of Visual Communications, 1975