Ulaş Bağcıa, Mike Brayb, Jesus Cabanc, Jianhua Yaod, Daniel J. Molluraa
a Center for Infectious Disease Imaging, Department of Radiology and Imaging Sciences, National Institutes of Health (NIH), Bethesda, MD 20892, USA
b National Institute of Allergy and Infectious Diseases, National Institutes of Health (NIH), Bethesda, MD 20892, USA
c National Library of Medicine, National Institutes of Health (NIH), Bethesda, MD 20892, USA
d Department of Radiology and Imaging Sciences, National Institutes of Health (NIH), Bethesda, MD 20892, USA
The authors regret that incorrectly numbered references appeared in Table 4 of this article. The authors would like to apologise for any inconvenience caused. A corrected Table 4 appears below.
| Study | Features | Classifier | Data | Performance or ROC / FP rates | Ref. |
|---|---|---|---|---|---|
| Interstitial Lung Disease Classification | First and second order statistics, wavelet and GLCM | SVM | CT | Az=0.831-to-0.968 | [120] |
| Interstitial Lung Disease Classification | Multi-scale filter-banks, moments, gradient of grey level features | LDA, SVM | X-ray | Az=0.78 | [87] |
| Interstitial Lung Disease Progression Estimation | General purpose filter-banks | LDA, k-NN, SVM | CT | Az=0.795 | [121] |
| Interstitial Lung Disease Classification (Emphysema, GGO, honeycomb, etc.) | Adaptive Multiple Feature Method including first order statistics and GLCM | Bayes, SVM | CT | 83.25% sensitivity, 97.75%specificity (for best cases) | [71] |
| Interstitial Lung Disease Quantification (reticular, nodular, reticulonodular, etc.) | Multi-scale filter-banks, shape features, moments, energy and local texture features. | k-NN | X-ray | Az =0.97 improved from 0.948 | [28,29,41-45] |
| Interstitial Lung Disease Classification (Septal Lines, honeycombing, etc.) | Local texture, moments, size and energy features, homogeneity of textures, fineness and coarseness of textures | ANN | X-ray | Az =0.911 improved from 0.826 | [16,122,123] |
Footnotes
Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
