Image Fusion Based on Integer Lifting Wavelet Transform
نویسندگان
چکیده
Image fusion can synthesize many images from different sensors into a picture which can meet specific application by using a mathematical model. It can effectively combine the advantages from different images and improve the analysis ability (Blum et al., 2005). In recent years, the image fusion in automatic target recognition, computer vision, remote sensing, robots, medical image processing and military fields has a very wide range of applications. In many of the image fusion technology, image fusion based on multi-resolution analysis has become the focus of research and hotspot now. At present, the image fusion base on multi-resolution method can be divided into three kinds(Hu et al., 2008): the first kind is based on the pyramid decomposition (such as Laplace pyramid, ratio low-pass pyramid, contrast pyramid, gradient pyramid, etc.). The second type is based on wavelet decomposition, such as discrete wavelet transform(Li &Wu, 2003), wavelet and wavelet packet framework(Wang, 2004), multi-wavelet transform(Zhang et al., 2005), integer wavelet transform(Wang et al., 2008), FILWT (Li&Zhu, 2007), the dual tree complex wavelet transform(Yang et al., 2007), etc. The third type is new multiresolution methods, such as image fusion based on finite ridgelet transform(Liu et al., 2007), curvelet transform(Filippo et al., 2007) and contourlet transform(Li et al., 2008; Yang & Jiao, 2008) . In the multi-resolution fusion process, the choices of rules and operators is crucial and it will affects the quality of fusion image. However, the existing multiresolution image fusion research and experiment are basically only for two images and the model is only suitable for 2 image fusion. It cannot be generalized to many images (two above ) fusion. Although in the multiresolution image fusion methods, the existing simple fusion rules model can be extended to the fusion which has more than two image. Such as average accurate measurement, pixel absolute value choose big quasi measurement and based on region characteristics (such as regional energy, entropy, variance, average gradient, contrast and markov distance etc) choice of large prospective measurement, etc, but the result is very limited. Therefore, this paper, a novel fusion algorithm of multiple images based on fast integer lifting wavelet transform is proposed. The algorithm may consider both of the result and speed of the fusion with tools of lifting wavelet. Also, according to the image promotion wavelet transformation different sub-bands characteristics, two kinds of new high and low
منابع مشابه
Robust lifting wavelet transform for subimage extraction
We present a novel method to extract subimages from a huge reference image by using integer-type lifting wavelet transforms. Our integer to integer lifting wavelet transform contains controllable free parameters in the lifting term, which is constructed based on an integer version of Haar wavelet transform. Such free parameters are trained following a vanishing criterion for low frequency compo...
متن کاملProjection-based Context Modeling for Reversible Integer Wavelet Transforms
Reversible integer wavelet transforms are increasingly popular in lossless image compression, as evidenced by their use in the recently developed JPEG2000 image coding standard 1]. In this paper, a projection technique is described that exploits non-orthogonality among transform basis vectors to derive nal lifting steps for wavelet transforms. Additionally , projection-based predictions of deta...
متن کاملA New EPMA Image Fusion Algorithm based on Contourlet-lifting Wavelet Transform and Regional Variance
Combined with image processes under microbeam analysis,and based on analyzing the feature of electron probe deeply,the paper presents an optimized method based on Contourlet-lifting wavelet transform and regional variance.firstly,to get the fused image before Contourlet fusion based on regional variance,and then the processing image and the target image will be fused under lifting wavelet trans...
متن کاملFPGA Implementation of CT/MRI Image Fusion using Lifting-based Discrete Wavelet Transform
The goal of image fusion is to combine two or more images into a single image, keeping the important information from each of the original images. Image fusion is a technique to improve the image content such that the resultant fused image will be useful for further analysis tasks. This paper presents FPGA implementation of fusion of medical images such as computer tomography (CT) and magnetic ...
متن کاملFPGA Implementation of 5/3 Integer DWT for Image Compression
The wavelet transform has emerged as a cutting edge technology, in the field of image compression. Wavelet-based coding provides substantial improvements in picture quality at higher compression ratios. In this paper an approach is proposed for the compression of an image using 5/3(lossless) Integer discrete wavelet transform (DWT) for Image Compression. The proposed architecture, based on new ...
متن کامل