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Title: :  Morphological EMD Based Image Fusion Using Image Statistics
PaperId: :  23205
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-23205
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
T.YaswithaUsha Rama College of Engineering and Technology
D.AnuradhaUsha Rama College of Engineering and Technology
K.NikhilUsha Rama College of Engineering and Technology
M.SivareddyUsha Rama College of Engineering and Technology
M.V.SrikanthUsha Rama College of Engineering and Technology

Abstract

Electronics and Communication Engineering
morphological filter, empirical mode decomposition, intrinsic mode functions, image fusion, image statistics
This work introduces a new and quick method for image fusion using morphological filters that is based on empirical mode decomposition (EMD). First, we create a multi-channel, bi-dimensional EMD technique for image fusion that is based on morphological filters. It can divide the input source images into many intrinsic mode functions (IMFs) with varying scales and a residue. It computes the upper and lower envelopes of a multi-channel image in the sifting processing using the morphological expansion and erosion filters. For multi-channel images, it considerably increases the calculation efficiency of EMD while preserving the decomposition quality. Second, rather than using the pixel-based fusion method typically employed in EMD-based image fusion, we employ a patch-based fusion strategy with overlapping partition to fuse the IMFs and residue. In this method, an image statistics-based weighted average rule is designed to fuse the IMFs, and the feature information extracted by IMFs is used as a guide to merge the residue. In addition to effectively extracting the significant information from the source images, this technique can lessen the spatial artifacts caused by the noisy pixel-wise maps. Numerous comparison tests on the fusing of multiple widely-used image data sets containing multi-focus and multi-modal images demonstrate that our recently suggested fusion method can get significantly better outcomes than the current EMD-based image fusion techniques. It also faces intense competition in terms of visualization, objective metrics, and time performance from the most advanced image fusion techniques.

Citations

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IJARIIE T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, and M.V.Srikanth. "Morphological EMD Based Image Fusion Using Image Statistics" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 3574-3590
MLA T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, and M.V.Srikanth. "Morphological EMD Based Image Fusion Using Image Statistics." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 3574-3590.
APA T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, & M.V.Srikanth. (2024). Morphological EMD Based Image Fusion Using Image Statistics. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 3574-3590.
Chicago T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, and M.V.Srikanth. "Morphological EMD Based Image Fusion Using Image Statistics." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 3574-3590.
Oxford T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, and M.V.Srikanth. 'Morphological EMD Based Image Fusion Using Image Statistics', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 3574-3590. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Morphological_EMD_Based_Image_Fusion_Using_Image_Statistics_ijariie23205.pdf (Accessed : ).
Harvard T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, and M.V.Srikanth. (2024) 'Morphological EMD Based Image Fusion Using Image Statistics', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 3574-3590IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Morphological_EMD_Based_Image_Fusion_Using_Image_Statistics_ijariie23205.pdf (Accessed : )
IEEE T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, and M.V.Srikanth, "Morphological EMD Based Image Fusion Using Image Statistics," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 3574-3590, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Morphological_EMD_Based_Image_Fusion_Using_Image_Statistics_ijariie23205.pdf [Accessed : ].
Turabian T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, and M.V.Srikanth. "Morphological EMD Based Image Fusion Using Image Statistics." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver T.Yaswitha, D.Anuradha, K.Nikhil, M.Sivareddy, and M.V.Srikanth. Morphological EMD Based Image Fusion Using Image Statistics. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 3574-3590. Available from: https://ijariie.com/AdminUploadPdf/Morphological_EMD_Based_Image_Fusion_Using_Image_Statistics_ijariie23205.pdf
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