Review: Face Detection and Recognition Techniques
نویسندگان
چکیده
Human face plays an important role in our social interaction, conveying people’s identity but it is a dynamic object and has a high degree of variability in its appearences.So to overcome this variability Face Detection and face recognition methods have been introduced. Face detection is the basic step of face recognition. In this paper, we present a comprehensive and critical survey of face detection and face recognition techniques. We present a neural network solution which comprises of identifying a face image from the face’s unique features. The basic idea is to identify some unique features in the face image of a person, extract that feature and compare. Approach and various methods which involve the text detection in natural image and extract the aligned text with composite background. In face recognition, we propose the concept of neural networks and PCA,LDA,MPCALDA in which we recognize an unknown test image by comparing it with the known training images stored in the database as well as give information regarding the person recognized. Back propagation algorithm give different rates of accuracy under different conditions as experimentally observed. In face detection, we have developed an algorithm that can detect human faces from an image. This paper describes our research progress towards a different approach for recognition techniques.
منابع مشابه
A comprehensive experimental comparison of the aggregation techniques for face recognition
In face recognition, one of the most important problems to tackle is a large amount of data and the redundancy of information contained in facial images. There are numerous approaches attempting to reduce this redundancy. One of them is information aggregation based on the results of classifiers built on selected facial areas being the most salient regions from the point of view of classificati...
متن کاملFace 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 کاملFacial Expression Recognition- Review
expression recognition (happy, sad, disgust, surprise, angry, fear expressions) is application of advanced object detection, pattern recognition and classification task. Facial expression recognition techniques detecting emotion of people’ using their facial expressions. This has found applications in technical fields such as Human-computer-Interaction (HCI) and security monitoring. It generall...
متن کاملTechniques of Face Spoof Detection: A Review
To automatically recognition of face is wide used in several applications like authentication of mobile payment. Automatic face recognition has raised issues concerning face spoof attacks (biometric sensor presentation attacks), in which a photograph or video of an authorized person’s face will be used to gain access.There are variety of face spoof detection techniques are proposed, their gener...
متن کاملEmotion Detection Using Facial Expressions -A Review
Facial expressions give important information about emotions of a person. Understanding facial expressions accurately is one of the challenging tasks for interpersonal relationships. Automatic emotion detection using facial expressions recognition is now a main area of interest within various fields such as computer science, medicine, and psychology. HCI research communities also use automated ...
متن کاملPerformance Comparison of Various Face Detection Techniques
Face recognition has been a fast growing, challenging and interesting area in real time applications. A large number of face recognition algorithms have been developed in last decades. In this paper an attempt is made to review a wide range of methods used for face recognition comprehensively. This include PCA, LDA, ICA, SVM, Gabor wavelet soft computing tool like ANN for recognition and variou...
متن کاملذخیره 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 2014