Skin Segmentation Using Different Integrated Color Model Approaches for Face Detection

نویسندگان

  • Mrunmayee V. Daithankar
  • Kailash J. Karande
چکیده

This paper presents an efficient skin segmentation algorithm which depends on integration of different color models. Among different low level features such as edge, shape, color, texture; color processing is computationally fast and easy to implement. Color constancy is the ability of human vision system to resolve object colors in a scene independent of the illuminant. Skin color is one of the powerful and effective features to detect the face. To represent skin color different color models are presents which are having luminance and chrominance components like YCbCr, YCgCr and HSI. Though geographically, people of different country has different skin color. This difference lies in their intensity not on their chrominance. Study and Analysis of these color models motivates us to combine the uncommon features of these color models for efficient skin segmentation. As the skin color is highly affected by illumination changes due to luminance i.e. brightness part of color models, we have avoided this component in feature’s combination. Integration of color models contains combination of only chrominance components which will be helpful in handling illumination affects. After skin segmentation, morphological operations such as dilation which adds pixels to the boundary of objects in image and erosion which removes pixels from object’s boundaries are used to get more smooth results. To locate face, face region is detected by checking either 4-point or 8point connectivity as per requirement and bounded by a rectangle. This process gives us efficient face detection system with 100% face detection rate. This efficient face detection system may results in better final system such as face recognition system, human computer interface system, video surveillance, etc. where face detection is initial and important step.

برای دانلود 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

Human Skin Color Modeling, Segmentation and Correction for Face Detection

Human skin segmentation in colored images is closely related to face detection and face recognition systems as a preliminary critical required step where it is necessary to search for the precise face location. An important challenge for any image segmentation approach is to accommodate varying illumination conditions and different ethnic groups. We present a general approach for modeling, segm...

متن کامل

An Efficient Algorithm for Face Detection in Color Images

In this paper, we propose a novel approach for robust skin segmentation and face similarity measure. The proposed skin segmentation is a method for integrating the chrominance components of well-known color models. The goal of the method of skin detection is to select the appropriate color model for verifying the skin pixel under different lighting conditions and various types of skin color. Th...

متن کامل

Face Detection in Color Images Using Skin Segmentation

Face detection which is a challenging problem in computer vision, can be used as a major step in face recognition. The challenges of face detection in color images include illumination differences, various cameras characteristics, different ethnicities, and other distinctions. In order to detect faces in color images, skin detection can be applied to the image. Numerous methods have been utiliz...

متن کامل

Skin Color Segmentation Using Coarse-to-Fine Region on Normalized RGB Chromaticity Diagram for Face Detection

This paper describes a new color segmentation based on a normalized RGB chromaticity diagram for face detection. Face skin is extracted from color images using a coarse skin region with fixed boundaries followed by a fine skin region with variable boundaries. Two newly developed histograms that have prominent peaks of skin color and nonskin colors are employed to adjust the boundaries of the sk...

متن کامل

Real Time Detection and Tracking of Human Face using Skin Color Segmentation and Region Properties

Real time faces detection and face tracking is one of the challenging problems in application like computer human interaction, video surveillance, biometrics etc. In this paper we are presenting an algorithm for real time face detection and tracking using skin color segmentation and region properties. First segmentation of skin regions from an image is done by using different color models. Skin...

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

برای دانلود 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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014