A Survey on Different Fusion Techniques of Visual and Thermal Images for Human Face Recognition
نویسنده
چکیده
In this paper we do a survey on different fusion techniques of visual and thermal images for human face recognition. Image fusion constructs a single image by combining information from a set of source images together using different techniques. It is quite simpler to extract and locate facial features in visual images. Another advantage of using visual image is that it works well under controlled illumination condition. Infrared (IR) imaging is especially useful to determine the location and shape of objects in darkness and provides information about the degree of heating of individual segment of complex surfaces. Now a days, researchers have explored the use of fusion of thermal infrared and visual face images for person identification to combine the good aspects of visual and thermal images and to overcome the negative aspects of individual thermal and visual images. The aim of fusion is to produce a fused result or image that offers the more detailed and reliable information than the source images. In our paper we discussed the different fusion techniques which is used to combine visual and thermal images for human face recognition.
منابع مشابه
Face Recognition in Thermal Images based on Sparse Classifier
Despite recent advances in face recognition systems, they suffer from serious problems because of the extensive types of changes in human face (changes like light, glasses, head tilt, different emotional modes). Each one of these factors can significantly reduce the face recognition accuracy. Several methods have been proposed by researchers to overcome these problems. Nonetheless, in recent ye...
متن کاملFusion of Visual and Thermal Face Recognition Techniques: A Comparative Study
Acknowledgements First of all, I would like to thank all IRIS Lab members. I would like to thank my advisor, Dr. Mongi Abidi. His willingness to support my work and his guidance throughout my studies has allowed me to develop my skills as a face recognition researcher within a supportive team environment. Abstract This paper describes how fusion of visual and thermal face recognition can increa...
متن کاملNext Level of Data Fusion for Human Face Recognition
This paper demonstrates two different fusion techniques at two different levels of a human face recognition process. The first one is called data fusion at lower level and the second one is the decision fusion towards the end of the recognition process. At first a data fusion is applied on visual and corresponding thermal images to generate fused image. Data fusion is implemented in the wavelet...
متن کاملFusion of Wavelet Coefficients from Visual and Thermal Face Images for Human Face Recognition - A Comparative Study
In this paper we present a comparative study on fusion of visual and thermal images using different wavelet transformations. Here, coefficients of discrete wavelet transforms from both visual and thermal images are computed separately and combined. Next, inverse discrete wavelet transformation is taken in order to obtain fused face image. Both Haar and Daubechies (db2) wavelet transforms have b...
متن کاملSupervised Feature Extraction of Face Images for Improvement of Recognition Accuracy
Dimensionality reduction methods transform or select a low dimensional feature space to efficiently represent the original high dimensional feature space of data. Feature reduction techniques are an important step in many pattern recognition problems in different fields especially in analyzing of high dimensional data. Hyperspectral images are acquired by remote sensors and human face images ar...
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 2013