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2021 | OriginalPaper | Buchkapitel

Image Fusion of X-ray Mammography Using Weighted Averaging GA-Based SWT Technique

verfasst von : M. Prema Kumar, V. Veer Raju, P. Rajesh Kumar

Erschienen in: Microelectronics, Electromagnetics and Telecommunications

Verlag: Springer Singapore

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Abstract

Nowadays, image fusion of medical images plays a crucial role and enables the radiologists to diagnosis the diseases. X-ray mammogram has become a universal practice for the identification of cancer cells in the breast. Sometimes, a single X-ray mammography is not alone sufficient to express full details about breast cancer to the radiologist. To overcome this problem, equalization of the histogram is chosen to improve the superiority of the X-ray mammography and then image fusion using weighted averaging genetic algorithm-based stationary wavelet transform is planned to enhance the quality of the fused image. An experimental result shows this proposed technique of medical image fusion which gives improved results w.r.t. existing methods.

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Literatur
1.
Zurück zum Zitat Prema Kumar M, Sowjanya N, Rajesh Kumar P (2017) Weighted averaging SWT technique for enhanced image fusion in X-ray mammography. In: International conference on micro-electronics, electromagnetics and telecommunications ICMEET 2017. LNEE Springer book series, vol 471, pp 739–747 Prema Kumar M, Sowjanya N, Rajesh Kumar P (2017) Weighted averaging SWT technique for enhanced image fusion in X-ray mammography. In: International conference on micro-electronics, electromagnetics and telecommunications ICMEET 2017. LNEE Springer book series, vol 471, pp 739–747
2.
Zurück zum Zitat Prema Kumar M, Rajesh Kumar P (2014) Weighted averaging DWT technique for enhanced image fusion in mammography. Int J Image Process Vis Commun 3(2):10–15 Prema Kumar M, Rajesh Kumar P (2014) Weighted averaging DWT technique for enhanced image fusion in mammography. Int J Image Process Vis Commun 3(2):10–15
3.
Zurück zum Zitat Naidu VPS, Rao JR (2008) Pixel-level image fusion using wavelets and principal component analysis. Defence Sci J 58(3):338–352CrossRef Naidu VPS, Rao JR (2008) Pixel-level image fusion using wavelets and principal component analysis. Defence Sci J 58(3):338–352CrossRef
4.
Zurück zum Zitat James AP, Dasarathy BV (2014) Medical image fusion: a survey of the state of the art. In: Information fusion (2014) James AP, Dasarathy BV (2014) Medical image fusion: a survey of the state of the art. In: Information fusion (2014)
5.
Zurück zum Zitat Wang Z, Clavijo CA, Roessl E, van Stevendaal U, Koehler T, Hausergy N, Stampanoni M (2012) Image fusion scheme for differential phase contrast mammography. In: 7th medical applications of synchrotron radiation workshop (MASR 2012) Shanghai synchrotron radiation facility (SSRF), 17–20, Published By IOP Publishing For Sissa Media lab Wang Z, Clavijo CA, Roessl E, van Stevendaal U, Koehler T, Hausergy N, Stampanoni M (2012) Image fusion scheme for differential phase contrast mammography. In: 7th medical applications of synchrotron radiation workshop (MASR 2012) Shanghai synchrotron radiation facility (SSRF), 17–20, Published By IOP Publishing For Sissa Media lab
6.
Zurück zum Zitat Venkata Subbarao M, Sayedu Khasim N, Jagadeesh T, Sastry MHH (2013) Hybrid image compression using DWT and neural networks. Int J Adv Sci Technol 53:31–41 Venkata Subbarao M, Sayedu Khasim N, Jagadeesh T, Sastry MHH (2013) Hybrid image compression using DWT and neural networks. Int J Adv Sci Technol 53:31–41
7.
Zurück zum Zitat Vijay Kumar Raju V, Prema Kumar M (2014) Denoising of MRI and X-ray images using dual tree complex wavelet and curvelet transforms. In: International conference on communication and signal processing (ICCSP 2014) on 3–5 Apr 2014, at Adhiparasakthi Engineering College, Melmaruvathur, India, pp 1135–1139 Vijay Kumar Raju V, Prema Kumar M (2014) Denoising of MRI and X-ray images using dual tree complex wavelet and curvelet transforms. In: International conference on communication and signal processing (ICCSP 2014) on 3–5 Apr 2014, at Adhiparasakthi Engineering College, Melmaruvathur, India, pp 1135–1139
8.
Zurück zum Zitat Vijay Kumar Raju V, Prema Kumar M (2014) Performance evaluation of image fusion algorithms based on Wavelet Transforms. Int J Electron Commun Eng Adv Res (IJECEAR) 2(2). ISSN: 2347-9329 (Online) Vijay Kumar Raju V, Prema Kumar M (2014) Performance evaluation of image fusion algorithms based on Wavelet Transforms. Int J Electron Commun Eng Adv Res (IJECEAR) 2(2). ISSN: 2347-9329 (Online)
9.
Zurück zum Zitat Aymaz S, Kose C (2017) Multi-focus image fusion using Stationary Wavelet Transform (SWT) with Principal Component Analysis (PCA). In: 10th international conference on electrical and electronics engineering (ELECO), pp 1176–1180 Aymaz S, Kose C (2017) Multi-focus image fusion using Stationary Wavelet Transform (SWT) with Principal Component Analysis (PCA). In: 10th international conference on electrical and electronics engineering (ELECO), pp 1176–1180
10.
Zurück zum Zitat Li M, Dong Y, Wang X (2013) Pixel level image fusion based the wavelet transform. In: 6th international congress on image and signal processing Li M, Dong Y, Wang X (2013) Pixel level image fusion based the wavelet transform. In: 6th international congress on image and signal processing
11.
Zurück zum Zitat Borwonwatanadelok P, Rattanapitak W, Udomhunsakul S (2009) Multi-focus image fusion based on stationary wavelet transform. In: 2009 international conference on electronic computer technology. 978-0-7695-3559-3/09 $25.00 © (2009) IEEE Borwonwatanadelok P, Rattanapitak W, Udomhunsakul S (2009) Multi-focus image fusion based on stationary wavelet transform. In: 2009 international conference on electronic computer technology. 978-0-7695-3559-3/09 $25.00 © (2009) IEEE
12.
Zurück zum Zitat Naidu VPS, Rao JR (2008) Pixel-level image fusion using wavelets and principal component analysis a comparative analysis. Defence Sci J 58(3):338–352 Naidu VPS, Rao JR (2008) Pixel-level image fusion using wavelets and principal component analysis a comparative analysis. Defence Sci J 58(3):338–352
13.
Zurück zum Zitat Prema Kumar M, Rajesh Kumar P (2015) Image fusion of mammography images using genetic algorithm (GA). Aust J Basic Appl Sci 9(33):45–50 Prema Kumar M, Rajesh Kumar P (2015) Image fusion of mammography images using genetic algorithm (GA). Aust J Basic Appl Sci 9(33):45–50
14.
Zurück zum Zitat Jyothi V, Rajesh Kumar B, Rao PK, Reddy DVRK (2012) Image fusion using evolutionary algorithms (GA). Int J Comput Technol Appl 2(2) Jyothi V, Rajesh Kumar B, Rao PK, Reddy DVRK (2012) Image fusion using evolutionary algorithms (GA). Int J Comput Technol Appl 2(2)
Metadaten
Titel
Image Fusion of X-ray Mammography Using Weighted Averaging GA-Based SWT Technique
verfasst von
M. Prema Kumar
V. Veer Raju
P. Rajesh Kumar
Copyright-Jahr
2021
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-3828-5_66

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