Literature DB >> 21095880

3D OCT eye movement correction based on particle filtering.

Juan Xu1, Hiroshi Ishikawa, Gadi Wollstein, Joel S Schuman.   

Abstract

Three-dimensional optical coherence tomography (OCT) is a new ophthalmic imaging technique offering more detailed quantitative analysis of the retinal structure. Eye movement during 3D OCT scanning, however, creates significant spatial distortions that may adversely affect image interpretation and analysis. Current software solutions must use additional reference images or B-scans to correct eye movement in a certain direction. The proposed particle filtering algorithm is an independent 3D alignment approach, which does not rely on any reference image. 3D OCT data is considered as a dynamic system, while location of A-scan is represented by the state space. A particle set is generated to approximate the probability density of the state. The state of the system is updated frame by frame to detect A-scan movement. Seventy-four 3D OCT images with eye movement were tested and subjectively evaluated by comparing them with the original images. All the images were improved after z-alignment, while 81.1% images were improved after x-alignment. The proposed algorithm is an efficient way to align 3D OCT volume data and correct the eye movement without using references.

Entities:  

Mesh:

Year:  2010        PMID: 21095880      PMCID: PMC3432408          DOI: 10.1109/IEMBS.2010.5626302

Source DB:  PubMed          Journal:  Annu Int Conf IEEE Eng Med Biol Soc        ISSN: 2375-7477


  3 in total

1.  Retinal vessel segmentation on SLO image.

Authors:  Juan Xu; Hiroshi Ishikawa; Gadi Wollstein; Joel S Schuman
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2008

2.  Correcting motion artifacts in retinal spectral domain optical coherence tomography via image registration.

Authors:  Susanna Ricco; Mei Chen; Hiroshi Ishikawa; Gadi Wollstein; Joel Schuman
Journal:  Med Image Comput Comput Assist Interv       Date:  2009

3.  Spectral domain optical coherence tomography for glaucoma (an AOS thesis).

Authors:  Joel S Schuman
Journal:  Trans Am Ophthalmol Soc       Date:  2008
  3 in total
  7 in total

1.  Automated quantification of volumetric optic disc swelling in papilledema using spectral-domain optical coherence tomography.

Authors:  Jui-Kai Wang; Randy H Kardon; Mark J Kupersmith; Mona K Garvin
Journal:  Invest Ophthalmol Vis Sci       Date:  2012-06-29       Impact factor: 4.799

2.  Automated macular pathology diagnosis in retinal OCT images using multi-scale spatial pyramid and local binary patterns in texture and shape encoding.

Authors:  Yu-Ying Liu; Mei Chen; Hiroshi Ishikawa; Gadi Wollstein; Joel S Schuman; James M Rehg
Journal:  Med Image Anal       Date:  2011-06-22       Impact factor: 8.545

3.  Automated foveola localization in retinal 3D-OCT images using structural support vector machine prediction.

Authors:  Yu-Ying Liu; Hiroshi Ishikawa; Mei Chen; Gadi Wollstein; Joel S Schuman; James M Rehg
Journal:  Med Image Comput Comput Assist Interv       Date:  2012

4.  Alignment of 3-D optical coherence tomography scans to correct eye movement using a particle filtering.

Authors:  Juan Xu; Hiroshi Ishikawa; Gadi Wollstein; Larry Kagemann; Joel S Schuman
Journal:  IEEE Trans Med Imaging       Date:  2012-01-04       Impact factor: 10.048

Review 5.  Optical coherence tomography: future trends for imaging in glaucoma.

Authors:  Lindsey S Folio; Gadi Wollstein; Joel S Schuman
Journal:  Optom Vis Sci       Date:  2012-05       Impact factor: 1.973

6.  Predicting Visual Improvement After Macular Hole Surgery: A Combined Model Using Deep Learning and Clinical Features.

Authors:  Alexandre Lachance; Mathieu Godbout; Fares Antaki; Mélanie Hébert; Serge Bourgault; Mathieu Caissie; Éric Tourville; Audrey Durand; Ali Dirani
Journal:  Transl Vis Sci Technol       Date:  2022-04-01       Impact factor: 3.048

Review 7.  Glaucoma: the retina and beyond.

Authors:  Benjamin Michael Davis; Laura Crawley; Milena Pahlitzsch; Fatimah Javaid; Maria Francesca Cordeiro
Journal:  Acta Neuropathol       Date:  2016-08-20       Impact factor: 17.088

  7 in total

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