Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
article

Acoustic image enhancement using Gaussian and laplacian pyramid --- a multiresolution based technique

Published: 01 March 2018 Publication History

Abstract

Acoustic images captured by side scan sonar are normally affected by speckle noise for which the enhancement is required in different domain. The underwater acoustic images obtained using sound as a source, basically contain seafloor, sediments, living and non-living resources. The Multiresolution based image enhancement techniques nowadays play a vital role in improving the quality of the low resolution image with repeated patterns. Image pyramid is the representation of an image at various scales. In this work, a three level Gaussian and Laplacian pyramids are constructed to represent the image in different resolution. The multiscale representation requires different filters at different scales. The contrast of each image in Gaussian and Laplacian pyramids are improved by applying both histogram equalization and unsharp masking method. The sharpened images are used to reconstruct the enhanced image. The performance measure, peak signal to noise ratio proves that the unsharp masking method applied to difference images of Laplacian pyramid outperforms the other image enhancement methods.

References

[1]
Adelson EH, Anderson CH, Bergen JR, Burt PJ, Ogden JM (1984) Pyramid methods in image processing. RCA engineer 29(6):33---41
[2]
Anbarjafari G, Izadpanahi S, Demirel H (2015) Video resolution enhancement by using discrete and stationary wavelet transforms with illumination compensation. SIViP 9(1):87---92
[3]
Asmare MH, Asirvadam VS, Hani AFM (2015) Image enhancement based on contourlet transform. SIViP 9(7):1679---1690
[4]
Cherifi D, Beghdadi A, Belbachir AH (2010) Color contrast enhancement method using steerable pyramid transform. SIViP 4(2):247---262
[5]
Demirel H, Anbarjafari G, Jahromi MNS (2008) Image equalization based on singular value decomposition. In: IEEE 23rd International Symposium on Computer and Information Sciences, 2008. ISCIS'08, (pp 1---5)
[6]
Demirel H, Ozcinar C, Anbarjafari G (2010) Satellite image contrast enhancement using discrete wavelet transform and singular value decomposition. IEEE Geosci Remote Sens Lett 7(2):333---337
[7]
Dura E (2011) Image processing techniques for the detection and classification of man made objects in side-scan sonar images, sonar systems. In: Nikolai K (ed) INTECH. Available from: http://www.intechopen.com/books/sonar-systems/image-processing-techniques-for-the-detection-and-classification-of-man-made-objects-in-side-scan-so
[8]
Fronthaler H, Kollreider K, Bigun J (2007) Pyramid-based image enhancement of fingerprints. In: IEEE 2007 I.E. Workshop on Automatic Identification Advanced Technologies, (pp 45---50)
[9]
Gonzalez RC, Woods RE (2007) Image processing. In: Digital image processing, Prentice Hall, New Jersey, (pp. 104---168)
[10]
Hasikin K, Isa NAM (2014) Adaptive fuzzy contrast factor enhancement technique for low contrast and nonuniform illumination images. SIViP 8(8):1591---1603
[11]
Kara F, Vural C (2016) Blind restoration and resolution enhancement of images based on complex filtering. SIViP 10(6):1159---1167
[12]
Liu X, Tang J, Xiong S, Feng Z, Wang Z (2009) A multiscale contrast enhancement algorithm for breast cancer detection using Laplacian Pyramid. In: IEEE International Conference on Information and Automation, 2009. ICIA'09, (pp 1167---1171)
[13]
Mahmoud TA, Marshall S (2009) Document image sharpening using a new extension of the aperture filter. SIViP 3(4):403
[14]
Murino V, Trucco A (2000) Three-dimensional image generation and processing in underwater acoustic vision. Proc IEEE 88(12):1903---1948
[15]
Peng KS, Lin FC, Teng KT (2015) Efficient image resolution enhancement using edge-directed unsharp masking sharpening for real-time ASIC applications. Journal of Computer Science & Systems Biology 8(3):174
[16]
Priyadharsini R, SreeSharmila T, Rajendran V (2015) Underwater image enhancement using discrete wavelet and KL transform. In: IEEE International Conference on applied and theoretical computing and communication technology, (pp 563---567).
[17]
Santhi K, Banu RW (2015) Contrast enhancement by modified octagon histogram equalization. SIViP 9(1):73---87
[18]
Sharmila S, Raja S (2013) Comparative analysis of satellite image pre-processing techniques. J Comput Sci 9(2):176---182
[19]
Sharmila TS, Ramar K (2014) Efficient analysis of hybrid directional lifting technique for satellite image denoising. SIViP 8(7):1399---1404
[20]
Sharmila TS, Ramar K, Raja TSR (2014) Impact of applying pre-processing techniques for improving classification accuracy. SIViP 8(1):149---157
[21]
Sharumathi K, Priyadharsini R (2016) A survey on various image enhancement techniques for underwater acoustic images. In: IEEE International conference on Electrical, Electronics and Optimization techniques, (pp 2930---2933)
[22]
Sheet D, Garud H, Suveer A, Mahadevappa M, Chatterjee J (2010) Brightness preserving dynamic fuzzy histogram equalization. IEEE Trans Consum Electron 56(4):2475---2480
[23]
Stefanakis N, Marchal J, Emiya V, Bertin N, Gribonval R, Cervenka P (2012) Sparse underwater acoustic imaging: a case study. In: IEEE 2012 I.E. International Conference on Acoustics, Speech and Signal Processing (ICASSP), (pp 2509---2512)
[24]
Thangaswamy SS, Kadarkarai R, Thangaswamy SRR (2013) Developing an efficient technique for satellite image denoising and resolution enhancement for improving classification accuracy. J Electron Imaging 22(1):1---7
[25]
Wu Z, Yuan J, Lv B, Zheng X (2010) Digital mammography image enhancement using improved unsharp masking approach. In IEEE 2010 3rd International Congress on Image and Signal Processing (CISP), vol 2. pp 668---672
[26]
Yang G, Zhang Y, Yang J, Ji G, Dong Z, Wang S et al (2016) Automated classification of brain images using wavelet-energy and biogeography-based optimization. Multimedia Tools and Applications 75(23):15601---15617
[27]
Zahedi M, Ghadi OR (2015) Combining Gabor filter and FFT for fingerprint enhancement based on a regional adaption method and automatic segmentation. SIViP 9(2):267---275
[28]
Zhang Y, Dong Z, Liu A, Wang S, Ji G, Zhang Z, Yang J (2015) Magnetic resonance brain image classification via stationary wavelet transform and generalized eigenvalue proximal support vector machine. Journal of Medical Imaging and Health Informatics 5(7):1395---1403

Cited By

View all
  • (2022)Application of Image Processing Variation Model Based on Network Control Robot Image Transmission and Processing System in Multimedia Enhancement TechnologyJournal of Robotics10.1155/2022/69919832022Online publication date: 1-Jan-2022
  • (2022)A modified similarity measurement for image retrieval scheme using fusion of color, texture and shape momentsMultimedia Tools and Applications10.1007/s11042-022-12289-181:15(20373-20405)Online publication date: 1-Jun-2022
  • (2021)Forward-looking sonar image compression by integrating keypoint clustering and morphological skeletonMultimedia Tools and Applications10.1007/s11042-020-09670-380:2(1625-1639)Online publication date: 1-Jan-2021
  • Show More Cited By
  1. Acoustic image enhancement using Gaussian and laplacian pyramid --- a multiresolution based technique

        Recommendations

        Comments

        Information & Contributors

        Information

        Published In

        cover image Multimedia Tools and Applications
        Multimedia Tools and Applications  Volume 77, Issue 5
        March 2018
        1287 pages

        Publisher

        Kluwer Academic Publishers

        United States

        Publication History

        Published: 01 March 2018

        Author Tags

        1. Acoustic image
        2. Enhancement
        3. Gaussian
        4. Histogram equalization
        5. Laplacian
        6. Pyramid
        7. Unsharp masking

        Qualifiers

        • Article

        Contributors

        Other Metrics

        Bibliometrics & Citations

        Bibliometrics

        Article Metrics

        • Downloads (Last 12 months)0
        • Downloads (Last 6 weeks)0
        Reflects downloads up to 19 Feb 2025

        Other Metrics

        Citations

        Cited By

        View all
        • (2022)Application of Image Processing Variation Model Based on Network Control Robot Image Transmission and Processing System in Multimedia Enhancement TechnologyJournal of Robotics10.1155/2022/69919832022Online publication date: 1-Jan-2022
        • (2022)A modified similarity measurement for image retrieval scheme using fusion of color, texture and shape momentsMultimedia Tools and Applications10.1007/s11042-022-12289-181:15(20373-20405)Online publication date: 1-Jun-2022
        • (2021)Forward-looking sonar image compression by integrating keypoint clustering and morphological skeletonMultimedia Tools and Applications10.1007/s11042-020-09670-380:2(1625-1639)Online publication date: 1-Jan-2021
        • (2021)Super-Large Medical Image Storage and Display Technology Based on Concentrated Points of InterestIntelligent Computing Theories and Application10.1007/978-3-030-84522-3_16(201-208)Online publication date: 12-Aug-2021
        • (2019)Underwater visibility restoration using dehazing, contrast enhancement and filteringMultimedia Tools and Applications10.1007/s11042-019-07922-578:19(28179-28187)Online publication date: 1-Oct-2019
        • (2019)A New U-Net Based License Plate Enhancement Model in Night and Day ImagesPattern Recognition10.1007/978-3-030-41404-7_53(749-763)Online publication date: 26-Nov-2019

        View Options

        View options

        Figures

        Tables

        Media

        Share

        Share

        Share this Publication link

        Share on social media