Near-affine-invariant texture learning for lung tissue analysis using isotropic wavelet frames

IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society
Adrien DepeursingeHenning Müller

Abstract

We propose near-affine-invariant texture descriptors derived from isotropic wavelet frames for the characterization of lung tissue patterns in high-resolution computed tomography (HRCT) imaging. Affine invariance is desirable to enable learning of nondeterministic textures without a priori localizations, orientations, or sizes. When combined with complementary gray-level histograms, the proposed method allows a global classification accuracy of 76.9% with balanced precision among five classes of lung tissue using a leave-one-patient-out cross validation, in accordance with clinical practice.

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Citations

Feb 1, 2014·Computers in Biology and Medicine·Pedro H BugattiAgma J M Traina
Jan 24, 2013·IEEE Transactions on Medical Imaging·Yang SongDavid Dagan Feng
Jan 24, 2015·IEEE Transactions on Medical Imaging·Yang SongMei Chen
Mar 25, 2014·IEEE Transactions on Bio-medical Engineering·Fan ZhangDagan D Feng
Dec 2, 2014·IEEE Journal of Biomedical and Health Informatics·José RamosAurélio Campilho
Apr 4, 2015·Medical Image Analysis·Yang SongDavid Dagan Feng
Jun 1, 2014·Artificial Intelligence in Medicine·Alain RakotomamonjyLuc Thiberville
Sep 16, 2015·IEEE Transactions on Bio-medical Engineering·Fan Zhang Alzheimers Disease Neuroimaging Initiative
Mar 10, 2016·IEEE Transactions on Medical Imaging·Marios AnthimopoulosStavroula Mougiakakou
Apr 7, 2018·Computer Methods in Biomechanics and Biomedical Engineering. Imaging & Visualization·Mingchen GaoDaniel J Mollura
Jul 21, 2016·Physics in Medicine and Biology·Thessa T J P KockelkornBram van Ginneken
Jan 1, 2021·Computer Methods and Programs in Biomedicine·Mrs M Mary Adline PriyaDr J Merry Geisa
Feb 6, 2018·Computerized Medical Imaging and Graphics : the Official Journal of the Computerized Medical Imaging Society·Ranveer JoyseereeAdrien Depeursinge
May 4, 2021·Radiology. Artificial Intelligence·Guillaume ChassagnonMarie-Pierre Revel

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