Literature DB >> 20071260

Multiscale AM-FM demodulation and image reconstruction methods with improved accuracy.

Victor Murray1, Paul Rodriguez, Marios S Pattichis.   

Abstract

We develop new multiscale amplitude-modulation frequency-modulation (AM-FM) demodulation methods for image processing. The approach is based on three basic ideas: (i) AM-FM demodulation using a new multiscale filterbank, (ii) new, accurate methods for instantaneous frequency (IF) estimation, and (iii) multiscale least squares AM-FM reconstructions. In particular, we introduce a variable-spacing local linear phase (VS-LLP) method for improved instantaneous frequency (IF) estimation and compare it to an extended quasilocal method and the quasi-eigen function approximation (QEA). It turns out that the new VS-LLP method is a generalization of the QEA method where we choose the best integer spacing between the samples to adapt as a function of frequency. We also introduce a new quasi-local method (QLM) for IF and IA estimation and discuss some of its advantages and limitations. The new IF estimation methods lead to significantly improved estimates. We present different multiscale decompositions to show that the proposed methods can be used to reconstruct and analyze general images.

Mesh:

Year:  2010        PMID: 20071260     DOI: 10.1109/TIP.2010.2040446

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  9 in total

1.  Automatic detection of diabetic retinopathy and age-related macular degeneration in digital fundus images.

Authors:  Carla Agurto; E Simon Barriga; Victor Murray; Sheila Nemeth; Robert Crammer; Wendall Bauman; Gilberto Zamora; Marios S Pattichis; Peter Soliz
Journal:  Invest Ophthalmol Vis Sci       Date:  2011-07-29       Impact factor: 4.799

2.  A multiscale decomposition approach to detect abnormal vasculature in the optic disc.

Authors:  Carla Agurto; Honggang Yu; Victor Murray; Marios S Pattichis; Sheila Nemeth; Simon Barriga; Peter Soliz
Journal:  Comput Med Imaging Graph       Date:  2015-01-20       Impact factor: 4.790

3.  Multiscale AM-FM methods for diabetic retinopathy lesion detection.

Authors:  Carla Agurto; Victor Murray; Eduardo Barriga; Sergio Murillo; Marios Pattichis; Herbert Davis; Stephen Russell; Michael Abramoff; Peter Soliz
Journal:  IEEE Trans Med Imaging       Date:  2010-02       Impact factor: 10.048

4.  Phase asymmetry ultrasound despeckling with fractional anisotropic diffusion and total variation.

Authors:  Kunqiang Mei; Bin Hu; Baowei Fei; Binjie Qin
Journal:  IEEE Trans Image Process       Date:  2019-11-19       Impact factor: 10.856

5.  Multiple Sclerosis Identification by 14-Layer Convolutional Neural Network With Batch Normalization, Dropout, and Stochastic Pooling.

Authors:  Shui-Hua Wang; Chaosheng Tang; Junding Sun; Jingyuan Yang; Chenxi Huang; Preetha Phillips; Yu-Dong Zhang
Journal:  Front Neurosci       Date:  2018-11-08       Impact factor: 4.677

6.  Multiple Sclerosis Identification Based on Fractional Fourier Entropy and a Modified Jaya Algorithm.

Authors:  Shui-Hua Wang; Hong Cheng; Preetha Phillips; Yu-Dong Zhang
Journal:  Entropy (Basel)       Date:  2018-04-05       Impact factor: 2.524

7.  Investigation of Deep-Learning-Driven Identification of Multiple Sclerosis Patients Based on Susceptibility-Weighted Images Using Relevance Analysis.

Authors:  Alina Lopatina; Stefan Ropele; Renat Sibgatulin; Jürgen R Reichenbach; Daniel Güllmar
Journal:  Front Neurosci       Date:  2020-12-18       Impact factor: 4.677

8.  Automatic Classification of Normal and Cancer Lung CT Images Using Multiscale AM-FM Features.

Authors:  Eman Magdy; Nourhan Zayed; Mahmoud Fakhr
Journal:  Int J Biomed Imaging       Date:  2015-09-15

9.  Despeckle Filtering for Multiscale Amplitude-Modulation Frequency-Modulation (AM-FM) Texture Analysis of Ultrasound Images of the Intima-Media Complex.

Authors:  C P Loizou; V Murray; M S Pattichis; M Pantziaris; A N Nicolaides; C S Pattichis
Journal:  Int J Biomed Imaging       Date:  2014-03-09
  9 in total

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