Ophthalmology And Visual Sciences

Michael D. Abramoff, MD, PhD

Portrait

Professor of Ophthalmology and Visual Sciences
Professor of Electrical & Computer Engineering, Biomedical Engineering

Contact Information

Primary Office: 11205  PFP
Iowa City, IA 52242
Primary Office Phone: 319-384-5833

Email: michael-abramoff@uiowa.edu
Web: More About Dr. Abramoff - RELATED WEB SITES & RESOURCES
Web: NARCIS Netherlands Academic Research Network
Web: Researcher ID

Education

MS, Medicine, University of Amsterdam
MS, Biomedical Informatics, University of Amsterdam
MD, Medicine, University of Amsterdam
PhD, Biomedical Imaging, University of Utrecht

Post Doctoral, Research Fellowship, RIKEN Neural Networks Research Laboratory, Wako-shi, Saitama Prefecture, Japan
Residency, Surgery, University Hospital of Maastricht, Netherlands
Residency, Ophthalmology, University Hospital of Utrecht
Fellowship, Medical Retina, Vrije Universiteit University Hospital, Amsterdam
Clinical Epidemiology Postgraduate Degree, Vrije Universiteit, Amsterdam, Netherlands
Fellowship, Ophthalmology and Visual Sciences, University of Iowa Hospitals and Clinics

Licensure and Certifications

State of Iowa Medical License, Iowa Board of Medicine
Netherlands Ophthalmology Certification, Netherlands Ophthalmologic Society (Netherlands Board of Ophthalmology)
USMLE I and II, ECFMG certification
Medical License, Netherlands

Education/Training Program Affiliations

Biosciences Graduate Program
Interdisciplinary Graduate Program in Translational Biomedicine
Medical Scientist Training Program

Research Summary

The long range goal of Dr. Abramoff's research is to make computer aided diagnosis and digital retinal imaging for the screening, diagnosis and measurement of diabetic retinopathy, age related macular degeneration and glaucoma, patient friendly, low-cost and effective. These diseases are the big three causes of blindness in the US and most of the developing world, and screening and timely treatment is known to be effective or even cost-effective. Dr. Abramoff and his students and coworkers are developing novel methods for computer aided diagnosis and image analysis, retinal imaging at ultra wide field and ultra high resolution, image guided laser therapy of the retina. His research combines clinical ophthalmology, visual neuroscience and bioinformatics to study the phenotypes and genotypes of these diseases. Dr. Abramoff and coworkers have established large retinal imaging networks in the Midwest of the US and the Netherlands, with wide spread networks of retinal cameras connected through the internet to the University of Iowa, for screening of diabetic retinopathy. The tens of thousands of patients that are being image this way form the 'laboratory' for their research. Previously they have shown that computer aided diagnosis of diabetic retinopathy and glaucoma compares to retinal experts in small studies of hundreds of patients. They have developed image analysis algorithms that simulate the visual processing by the human brain to improve existing image analysis techniques, using for example computer simulations of simple and complex cell phase shifted gabor wavelet receptive fields. They are now starting to test the image processing algorithms on larger groups of patients collected through the network. Because computer aided diagnosis allows quantification of a retinal phenotype, preliminary studies are being performed to study the association of quantitative phenotype and genotype (SNP analysis) in age related macular degeneration and other retinal diseases in collaboration with the Carver Family Center for Macular Degeneration at the UI. An essential part of Dr. Abramoff's research is thus formed by an effective large scale network of high quality retinal imaging. Dr. Abramoff and coworkers have recently developed a patient-friendly, low cost camera, supported by an R01 from the NIH to build the network even more rapidly.

Center, Program and Institute Affiliations

Carver Family Center for Macular Degeneration
Fraternal Order of Eagles Diabetes Research Center
Iowa Institute for Biomedical Imaging

All Publications

Antony B, Jeong W, Abràmoff M, Sohn E, Vance J, Garvin M.  Automated 3-D segmentation of intra-retinal surfaces in SD-OCT volumes in normal and diabetic mice.  Translational Vision Science & Technology.  2014. 

Antony B, Miri M, Abràmoff M, Kwon Y, Garvin M.  Automated 3D segmentation of multiple surfaces with a shared hole: segmentation of the neural canal opening in SD-OCT volumes.  Proceedings of MICCAI 2014.  2014. 

Christopher M, Tang L, Fingert J, Scheetz T, Abramoff M.  Automated discovery of structural features of the optic nerve head on the basis of image and genetic .  Proc SPIE.  2014. 9035:90350S.

Joshi V, Reinhardt J, Garvin M, Abràmoff M.  Automated method for identification and artery-venous classification of vessel trees in retinal vessel networks.  PLoS One.  2014. 9(2):e88061.
[PubMed]

Quellec G, Abràmoff M.  Estimating maximal measurable performance for automated decision systems from the characteristics of the reference standard.  2014. 

Antony B, Song Q, Abràmoff M, Sohn E, Wu W, Garvin M.  Incorporation of learned shape priors into a graph-theoretic approach with application to the 3D segmentation of intraretinal surfaces in SD-OCT volumes of mice.  Proceedings of SPIE.  2014. 9038:90380D.

Bogunovic H, Sonka M, Kwon Y, Kemp P, Abràmoff M, Wu X.  Multi-surface and multi-field co-segmentation of 3-D retinal optical coherence tomography.  IEEE Trans Med Imaging.  2014. 
[PubMed]

Kanagasingam Y, Bhuiyan A, Abràmoff M, Smith R, Goldschmidt L, Wong T.  Progress on retinal image analysis for age related macular degeneration.  Prog Retin Eye Res.  2014. 38:20-42.
[PubMed]

Schlingemann R, van Dijk H, Kok P, Wit F, DeVries J, Abràmoff M, Verbraak F.  Progressive Thinning of Inner Retinal Layer Thickness over Time in Diabetic Patients [presentation].  Eur J Ophthalmol.  2014. 24(3):460.
[PubMed]

Zhang L, Sonka M, Folk J, Russell S, Abràmoff M.  Quantifying Disrupted Outer Retinal-Subretinal Layer in SD-OCT Images in Choroidal Neovascularization.  Invest Ophthalmol Vis Sci.  2014. 55(4):2329-2335.
[PubMed]

Longmuir S, Oral R, Walz A, Kemp P, Ryba J, Zimmerman M, Abràmoff M.  Quantitative measurement of retinal hemorrhage in children suspected of abuse.  Journal of AAPOS.  2014. 

Sohn E, Khanna A, Tucker B, Abràmoff  M, Stone E, Mullins R.  Structural and biochemical analyses of choroidal thickness in human donor eyes.  Invest Ophthalmol Vis Sci.  2014. 55(3):1352-1360.
[PubMed]

Abràmoff M, Wu X, Lee K, Tang L.  Subvoxel accurate graph search using non-Euclidean graph space.  PLoS One.  2014. 

Gerendas B, Waldstein S, Simader C, Deak G, Hajnajeeb B, Zhang L, Bogunovic H, Abràmoff  M, Kundi M, Sonka M, Schmidt-Erfurth U.  Three-dimensional automated choroidal volume assessment on standard spectral-domain optical coherence tomography and correlation with the level of diabetic macular edema. [Epub 2014/08/17].  Am J Ophthalmol .  2014. 
[PubMed]

Abràmoff M, Folk J, Han D, Walker J, Williams D, Russell S, Massin P, Cochener B, Gain P, Tang L, Lamard M, Moga D, Quellec G, Niemeijer M.  Automated analysis of retinal images for detection of referable diabetic retinopathy.  JAMA Ophthalmol.  2013 March 1. 131(3):351-7.
[PubMed]

Wahle A, Lee K, Harding A, Garvin M, Niemeijer M, Sonka M, Abràmoff M.  Extending the XNAT archive tool for image and analysis management in ophthalmology research.  Proc SPIE Med Imag.  2013 February 14. 8674:86740M.

Christopher M, Tang L, Fingert J, Scheetz T, Abràmoff M.  Changes in quantitative 3D shape features of the optic nerve head associated with age.  Proceedinsg SPIE Medical Imaging 2013: Computer-Aided Diagnosis .  2013 February 13. 8670:86700O.

Hu Q, Garvin M, Christopher M, Xu X, Scheetz T, Abràmoff M.  Optimal Filter Approach for the Detection of Vessel Bifurcations in Color Fundus Images.  Proceedings SPIE Medical Imaging 2013: Image Processing (Progress in Biomedical Optics and Imaging).  2013 February 11. 8669.

Tang L, Niemeijer M, Reinhardy J, Garvin M, Abràmoff M.  Splat feature classification with application to retinal hemorrhage detection in fundus images.  IEEE Trans Med Imaging.  2013 February. 32(2):364-75.
[PubMed]

Anthony B, Abràmoff M, Harper M, Jeon W, Sohn E, Kwon Y, Kardon R, Garvin M.  A combined machine-learning and graph-based framework for the segmentation of retinal surfaces ub SD-OCT volumes.  Biomedical Optics Express.  2013. 4(12):2712-2728.
[Link]

Lee K, Sonka M, Kwon Y, Garvin M, Abràmoff M.  Adjustment of the retinal angle in SD-OCT of glaucomatous eyes provides better inter-visit reproducibility of peripapillary RNFL thickness.  Invest Ophthalmol Vis Sci.  2013. 54(7):4808-4812.
[PubMed]

Joshi V, Garvin M, Reinhardt J, Abràmoff M.  Automated artery-venous classification of retinal blood vessels based on structural mapping method.  Proc SPIE Progr Biomed Optics Imaging.  2013. 8315:83151C.

Niemeijer M, van Ginneken B, Russell S, Suttorp-Schulten M, Abràmoff M.  Automated detection and differentiation of drusen, exudates, and cotton-wool spots in digital color fundus photographs for diabetic retinopathy diagnosis.  ARVO.  2013. 

Helmchen L, Lehmann H, Abràmoff M.  Automated detection of retinal disease.  Am J Managed Care.  2013. 

Joshi V, Reinhardt J, Garvin M, Abràmoff M.  Automated method for identification and artery-venous classification of vessel trees in retinal vessel networks.  PLoS One.  2013. 9(2):e88061.
[PubMed]

Qiao H, Garvin M, Abràmoff M.  Automated separation of binary overlapping trees in low-contrast color retinal images.  MICCAI- IEEE Transactions on Biomedical Engineering.  2013. 49(8):912-917.

Hu Q, Abràmoff M, Garvin M.  Automated separation of binary overlapping trees in low-contrast color retinal images. [Epub 2014/03/01].  Medical image computing and computer-assisted intervention : MICCAI International Conference on Medical Image Computing and Computer-Assisted Intervention.  2013. 16(pt 2):436-443.
[PubMed]

Kafieh R, Rabbani H, Abràmoff M, Sonka M.  Curvature correction of retinal OCTs using graph-based geometry detection.  Phys Med Biol.  2013. 58(9):2925-2938.
[PubMed]

Kafieh R, Rabbani H, Abràmoff M, Sonka M.  Curvature of retinal OCTs using graph-based geometry detection.  Phys Bed Biol.  2013. 58(9):2925-2938.

Demirkaya N, van Schuppen S, Abràmoff M, Garvin M, Sonka M, Schlingemann R, Verbraak F.  Effect of age on individual retinal layer thickness in normal eyes as measured with spectral-domain optical coherence tomography.  Invest Ophthalmol Vis Sci.  2013. 54(7):4934-4940.
[PubMed]

Wahle A, Lee K, Harding A, Garvin M, Niemeijer M, Sonka M, Abràmoff M.  Extending the XNAT archive tool for image and analysis management in ophthalmology research.  Proceedings SPIE Medical Imaging 2013: Advanced PACS-based Imaging Informatics and Therapeutic Applications.  2013. 

Abràmoff M, Mullins R, Lee K, Hoffmann J, Sonka M, Critser D, Stasheff S, Stone E.  Human photoreceptor outer segments shorten during light adaptation.  Invest Ophthalmol Vis Sci.  2013. 54(5):3721-3728.
[PubMed]

Abràmoff M, Kay C.  Image Processing.  Saunders Elsevier.  2013. 

Kafieh R, Rabbani H, Abràmoff M, Sonka M.  Intra-retinal layer segmentation of 3D optical coherence tomography using coarse grained diffusion map.  Med Image Anal.  2013. 17(8):907-928.

Miri M, Lee K, Niemeijer M, Abràmoff M, Kwon Y, Garvin M.  Multimodal segmentation of optic disc and cup from stereo fundus and SD-OCT images.  Proceedings SPIE Medical Imaging 2013: Image Proccessing (Progress in Biomedical Optics and Imaging).  2013. 8669.

Rabbani H, Sonka M, Abràmoff M.  Optical Coherence Tomography noise reduction using anisotropic local bivariate Gaussian mixture prior in 3-D complex wavelet domain. (Article ID 417491).  International J Biomed Imaging.  2013. 
[Link]

Mullins R, Abràmoff M, Stone E.  Outer retinal structure in Best vitelliform macular dystrophy.  J Am Acad Ophthalmol.  2013. 

Sohn E, Chen J, Lee K, Niemeijer M, Sonka M, Abràmoff M.  Reproducibility of diabetic macular edema estimates from SD-OCT is affected by the choice of image analysis algorithm.  Invest Ophthalmol Vis Sci.  2013. 54(6):4184-4188.
[PubMed]

Garvin M, Lee K, Bruns T, Abràmoff M, Sonka M, Kwon Y.  Reproducibility of SD-OCT-based ganglion-cell-layer thickness in glaucoma using two different segmentation algorithms.  Invest Ophthalmol Vis Sci.  2013. 54(10):6998-7004.
[PubMed]

Christopher M, Scheetz T, Mullins R, Abràmoff M.  Selection of phototransduction genes in Homo sapiens.  Invest Ophthalmol Vis Sci.  2013. 54(8):5489-5496.
[PubMed]

Tang L, Niemeijer M, Reinhardt J, Garvin M, Sonka M, Abràmoff M.  Splat feature classification with application to retinal hemorrhage detection in fundus image.  IEEE Trans Med Imaging.  2013. 32(2):364-375.

Trucco E, Ruggeri A, Karnowski T, Giancardo L, Chaum E, Hubschman J, al-Diri B, Cheung C, Wong D, Abràmoff M, Lim G, Kumar D, Burlina P, Bressler N, Jelinek H, Meriaudeau F, Quellec G, MacGillivray T, Bhillion B.  Validating retinal fundus image analysis algrithms: Issues and a proposal.  Invest Ophthalmol Vis Sci.  2013. 54(5):3546-3559.
[PubMed]

van Dijk H, Verbraak F, Kok P, Oberstein S, Schlingemann R, Russell S, Abràmoff M.  Variability in photocoagulation treatment of diabetic macular oedema.  Acta Ophthalmol.  2013. 91(8):722-727.
[PubMed]

Kafieh R, Danesh H, Rabbani H, Abràmoff M, Sonka M.  Vessel segmentation in images of optical coherence tomography using shadow information and thickening of Retinal Nerve Fiber Layer.  Proceedings: 38th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013, May 26, 2013 - May 31, 2013, Vancouver, BC, Canada.  2013. 

Springelkamp H, Lee K, Ramdas W, Vingerling J, Hofman A, Klaver C, Sonka M, Abràmoff M, Jansonius N.  Optimizing the information yield of 3-D OCT in glaucoma.  Invest Ophthalmol Vis Sci.  2012 December 13. 53(13):8162-71.
[Link]

Chen X, Zhang L, Sohn E, Lee K, Niemeijer M, Chen J, Sonka M, Abràmoff M.  Quantification of external limiting membrane disruption caused by diabetic macular edema from SD-OCT.  Invest Ophthalmol Vis Sci.  2012 December 7. 53(13):8042-8.
[Link]

Xu X, Reinhardt J, Hu Q, Bakall B, Tlucek P, Bertelsen G, Abràmoff M.  Retinal vessel width measurement at branchings using an improved electric field theory-based graph approach.  PLoS One.  2012 November 27. 7(11):e49668.
[Link]

Zhang L, Lee K, Niemeijer M, Mullins R, Sonka M, Abràmoff M.  Automated segmentation of the choroid from clinical SD-OCT.  Invest Ophthalmol Vis Sci.  2012 November 1. 53(12):7510-9.
[Link]

Joshi V, Maude R, Reinhardt J, Tang L, Garvin M, Sayeed A, Ghose A, Hassan M, Abràmoff M.  Automated detection of malarial retinopathy-associated retinal hemorrhages.  Investigative ophthalmology & visual science.  2012 October. 53(10):6582-8.
[Link]

Hu Z, Niemeijer M, Abràmoff M, Garvin M.  Multimodal retinal vessel segmentation from spectral-domain optical coherence tomography and fundus photography.  IEEE transactions on medical imaging.  2012 October. 31(10):1900-11.
[Link]

Lee K, Kwon Y, Garvin M, Niemeijer M, Sonka M, Abràmoff M.  Distribution of damage to the entire retinal ganglion cell pathway: quantified using spectral-domain optical coherence tomography analysis in patients with glaucoma.  Archives of ophthalmology.  2012 September. 130(9):1118-26.
[PubMed]

Christopher M, Moga D, Russell S, Folk J, Scheetz T, Abràmoff M.  Validation of tablet-based evaluation of color fundus images.  Retina (Philadelphia, Pa.).  2012 September. 32(8):1629-35.
[PubMed]

van Dijk H, Verbraak F, Kok P, Oberstein S, Schlingemann R, Russell S, Abràmoff M.  Variability in photocoagulation treatment of diabetic macular oedema.  Acta ophthalmologica.  2012 September. 
[PubMed]

Quellec G, Lamard M, Abràmoff M, Decenci re E, Lay B, Erginay A, Cochener B, Cazuguel G.  A multiple-instance learning framework for diabetic retinopathy screening.  Medical image analysis.  2012 August. 16(6):1228-40.
[PubMed]

Chen X, Niemeijer M, Zhang L, Lee K, Abràmoff M, Sonka M.  Three-dimensional segmentation of fluid-associated abnormalities in retinal OCT: probability constrained graph-search-graph-cut.  IEEE transactions on medical imaging.  2012 August. 31(8):1521-31.
[PubMed]

Tang L, Kardon R, Wang J, Garvin M, Lee K, Abràmoff M.  Quantitative evaluation of papilledema from stereoscopic color fundus photographs.  Investigative ophthalmology & visual science.  2012 July. 53(8):4490-7.
[PubMed]

Chen X, Zhang L, Lee K, Niemeijer M, Sohn E, Chen J, Sonka M, Abràmoff M.  Automated detection of ELM disruption regions in 3D OCT images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 8. 

Joshi V, Tang L, Garvin M, Reinhardt J, Maude R, Abràmoff M.  Automated detection of retinal hemorrhages in malarial retinopathy.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 8. 

Niemeijer M, Lee K, Chen X, Zhang L, Sonka M, Abràmoff M.  Automated estimation of fluid volume in 3D OCT scans of patients with CNV due to AMD.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 8. 

Sonka M, Chen X, Niemeijer M, Zhang L, Lee K, Garvin M, Wahle A, Russell S, Folk J, Abràmoff M.  Automated segmentation of fluid regions in choroidal neovascularization in SD-OCT.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 8. 

Antony B, Abràmoff M, Sonka M, Kemp P, Kwon Y, Garvin M.  Obtaining improved 3-D SD-OCT intraretinal layer segmentation results through the use of textural features in a graph-theoretic approach.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 8. 

Anthony B, Abràmoff M, Sonka M, Kemp P, Kwon Y, Garvin M.  Obtaining improved 3-D SD-OCT intraretinal layer segmentation results through the use of textural features in a graph-theoretical approach.  ARVO Poster Presentation.  2012 May 8. 

Verbraak D, van Dijk H, Garvin M, Sonka M, de Vries H, Schlingemann R, Abràmoff M.  Progressive loss of inner retinal layer thickness in Type 1 diabetic patients with no or minimal nonproliferative diabetic retinopathy over 5 years of follow-up.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 8. 

Xu X, Reinhardt J, Goree J, Abràmoff M.  A study of the retinal vascular parent branch-daughter branch relationship based on an automatic vessel width measurement method.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 7. 

Lee K, Kwon Y, Garvin M, Niemeijer M, Sonka M, Abràmoff M.  Correlation of retinal ganglion cell damage and optic nerve axonal loss in early glaucoma using SD-OCT.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 7. 

Tang L, Garvin M, Kwon Y, Abràmoff M.  Segmentation of optic nerve head rim in color fundus photographs by probability based active shape model.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 7. 

Zhang L, Lee K, Chen X, Niemeijer M, Abràmoff M, Sonka M.  Semi-automated segmentation of choroidal vasculature in SD-OCT images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 7. 

Stasheff S, Tang L, Shankar M, Andrews M, Abràmoff M.  Spike train coherence in retinal ganglion cells: A neural code for vision.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 7. 

Christopher M, Moga D, Russell S, Folk J, Scheetz T, Abràmoff M.  Validation of tablet-based evaluation of color fundus images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 7. 

Garvin M, Abràmoff M, Lee K, Niemeijer M, Sonka M, Kwon Y.  A structure-structure-based correlation map using SD-OCT resembles nerve fiber bundle patterns in glaucoma subjects.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 6. 

Springelkamp H, Lee K, Ramdas W, Vingerling J, Klaver C, Sonka M, Abràmoff M, Jansonius N.  Optimizing the information yield of 3D OCT in glaucoma.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 6. 

Demirkaya N, van Dijk H, Schlingemann R, Abràmoff M, Garvin M, Sonka M, Verbraak F.  Pericentral ganglion cell layer thickness decreases with age in normal eyes as measured by spectral-domain optical coherence tomography.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 6. 

Long M, Lee K, Garvin M, Abràmoff M, Sonka M, Kwon Y.  Reproducibility of SD OCT parameters in glaucoma subjects using custom-developed segmentation algorithms and commercial Cirrus software.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2012 May 6. 

van Dijk H, Verbraak F, Kok P, Stehouwer M, Garvin M, Sonka M, DeVries J, Schlingemann R, Abràmoff M.  Early neurodegeneration in the retina of type 2 diabetic patients.  Investigative ophthalmology & visual science.  2012 May. 53(6):2715-9.
[PubMed]

Kay C, Abràmoff M, Mullins R, Kinnick T, Lee K, Eyestone M, Chung M, Sohn E, Stone E.  Three-dimensional distribution of the vitelliform lesion, photoreceptors, and retinal pigment epithelium in the macula of patients with best vitelliform macular dystrophy.  Archives of ophthalmology.  2012 March. 130(3):357-64.
[PubMed]

Quellec G, Lamard M, Abràmoff M, Decencière E, Lay B, Erginay A, Cochener B, Cazaguel G.  A multiple-instance learning framework for diabetic retinopathy screening medical image analysis.  Med Image Anal.  2012. 16(6):1228-1240.
[PubMed]

Joshi V, Garvin M, Reinhardt J, Abràmoff M.  Automated artery-venous classification of retinal blood vessels based on structural mapping method.  Proc SPIE Med Imag.  2012. 8315:83151C. doi: 10.1117/12.911490.

Zhang L, Lee K, Niemeijer M, Mullins R, Sonka M, Abràmoff M.  Automated segmentation of the choroid from clinical SD-OCT.  Invest Ophthalmol Vis Sci.  2012. 53(12):7510-7519.
[PubMed]

Lee K, Kwon Y, Garvin M, Niemeijer M, Sonka M, Abràmoff M.  Distribution of damage to the entire retinal ganglion cell pathway: quantified using spectral-domain optical coherence tomography analysis in patients with glaucoma.  Arch Ophthalmol.  2012. 130(9):1118-26.
[PubMed]

Antony B, Abràmoff M, Sonka M, Kwon Y, Garvin M.  Incorporation of texture-based features in optimal graph-theoretic approach with application to the 3-D segmentation of intraretinal surfaces in SD-OCT volumes.  Proceedings of SPIE Medical Imaging 2012: Image Processing.  2012. 8314(http://dx.doi.org/10.1117/12.911491):831451.
[Link]

Antony B, Abràmoff M, Sonka M, Kwon Y, Garvin M.  Incorporation of texture-based features in optimal graph-theoretic approach with application to the 3D segmentation of intraretinal surfaces in SD-OCT volumes.  Proc SPIE Med Imag.  2012. 8314:83141G. doi: 10.1117/12.911491.
[Link]

Hu Z, Niemeijer M, Abràmoff M, Garvin M.  Multimodal retinal vessel segmentation from spectral-domain optical coherence tomography and fundus photography.  IEEE Trans Medical Imaging.  2012. 31(10):1900-1911.
[PubMed]

Springelkamp H, Lee K, Ramdas W, Vingerling J, Hofman A, Klaver C, Sonka M, Abràmoff M, Jansonius N.  Optimizing the information yield of 3D OCT in glaucoma.  Invest Ophthalmol Vis Sci.  2012. 53(13):8162-71.

Lee K, Abràmoff M, Garvin M, Sonka M.  Parallel graph search: application to intraretinal layer segmentation of 3-D macular OCT scans.  Proc SPIE Med Imag.  2012. 8314:83141H.

Lee K, Abràmoff M, Garvin M, Sonka M.  Parallel graph search: application to intraretinal layer segmentation of 3-D macular OCT scans.  Proceedings of SPIE Medical Imaging 2012: Image Processing.  2012. 8314(http://dx.doi.org/10.1117/12.911606):831452.
[Link]

Tang L, Kardon R, Wang J, Garvin M, Lee K, Abràmoff M.  Quantitative evaluation of papilledema from stereoscopic color fundus photographs.  Invest Ophthalmol Vis Sci.  2012. 53(8):4490-4497.
[PubMed]

Niemeijer M, Lee K, Garvin M, Abràmoff M, Sonka M.  Registration of 3D spectral OCT volumes combining ICP with a graph-based approach.  Proc SPIE Med Imag.  2012. 8314:83141A.

Niemeijer M, Lee K, Garvin M, Abràmoff M, Sonka M.  Registration of 3D spectral OCT volumes combining ICP with a graph-based approach.  Proceedings of SPIE Medical Imaging 2012: Image Processing.  2012. 8314:831445.

Xu X, Reinhardt J, Hu Q, Bakall B, Tlucek P, Bertelsen G, Abràmoff M.  Retina vessel width measurement at branchings using an improved electric field theory-based graph approach.  PLoS One.  2012. 7(11):e49668.

Xu X, Abràmoff M, Bertelsen G, Reinhardt J.  Retinal vessel width measurement at branching points using an improved electric field theory-based graph approach.  Proc SPIE Med Imag.  2012. 8314:83144K.

Kay C, Abràmoff M, Mullins R, Kinnick T, Lee K, Eyestone M, Chung M, Sohn E, Stone E.  Three-dimensional distribution of the vitelliform lesion, photoreceptors, and retinal pigment epithelium in the macula of patients with best vitelliform macular dystrophy.  Arch Ophthalmol.  2012. 130(3):357-64.
[PubMed]

Van Dijk H, Verbraak F, Kolk P, Oberstein S, Schlingemann R, Russell S, Abràmoff M.  Variability in photocoagulation treatment of diabetic macular edema.  Acta Ophthalmologica.  2012. 91(8):722-727.
[PubMed]

Quellec G, Lamard M, Cazuguel G, Abràmoff M, Cochener B, Roux C.  Weakly supervised classification of medical images.  Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on.  2012. 

Garvin M, Abràmoff M, Lee K, Niemeijer M, Sonka M, Kwon Y.  2-D pattern of nerve fiber bundles in glaucoma emerging from spectral-domain optical coherence tomography.  Investigative ophthalmology & visual science.  2012 January. 53(1):483-9.
[PubMed]

Sanchez C, Niemeijer M, Isgum I, Dumitrescu A, Suttorp-Schulten M, Abràmoff M, van Ginneken B.  Contextual computer-aided detection: improving bright lesion detection in retinal images and coronary calcification identification in CT scans.  Medical image analysis.  2012 January. 16(1):50-62.
[PubMed]

Niemeijer M, Xu X, Dumitrescu A, Gupta P, van Ginneken B, Folk J, Abràmoff M.  Automated measurement of the arteriolar-to-venular width ratio in digital color fundus photographs.  IEEE transactions on medical imaging.  2011 November. 30(11):1941-50.
[PubMed]

Tang L, Garvin M, Lee K, Alward W, Kwon Y, Abràmoff M.  Robust multiscale stereo matching from fundus images with radiometric differences.  IEEE transactions on pattern analysis and machine intelligence.  2011 November. 33(11):2245-58.
[Link]

Roller A, Folk J, Patel N, Boldt H, Russell S, Abràmoff M, Mahajan V.  Intravitreal bevacizumab for treatment of proliferative and nonproliferative type 2 idiopathic macular telangiectasia.  Retina (Philadelphia, Pa.).  2011 October. 31(9):1848-55.
[PubMed]

Antony B, Abràmoff M, Tang L, Ramdas W, Vingerling J, Jansonius N, Lee K, Kwon Y, Sonka M, Garvin M.  Automated 3-D method for the correction of axial artifacts in spectral-domain optical coherence tomography images.  Biomedical optics express.  2011 August. 2(8):2403-16.
[PubMed]

Sanchez C, Niemeijer M, Dumitrescu A, Suttorp-Schulten M, Abràmoff M, van Ginneken B.  Evaluation of a computer-aided diagnosis system for diabetic retinopathy screening on public data.  Investigative ophthalmology & visual science.  2011 June. 52(7):4866-71.
[PubMed]

Xu X, Niemeijer M, Song Q, Sonka M, Garvin M, Reinhardt J, Abràmoff M.  Vessel boundary delineation on fundus images using graph-based approach.  IEEE transactions on medical imaging.  2011 June. 30(6):1184-91.
[PubMed]

Quellec G, Russell S, Scheetz T, Stone E, Abràmoff M.  Computational quantification of complex fundus phenotypes in age-related macular degeneration and Stargardt disease.  Investigative ophthalmology & visual science.  2011 May. 52(6):2976-81.
[PubMed]

Tarantola R, Folk J, Shah S, Boldt H, Abràmoff M, Russell S, Mahajan V.  Intraoperative choroidal detachment during 23-gauge vitrectomy.  Retina (Philadelphia, Pa.).  2011 May. 31(5):893-901.
[PubMed]

Mahajan V, Tarantola R, Graff J, Boldt H, Abràmoff M, Russell S, Folk J.  Sutureless triplanar sclerotomy for 23-gauge vitrectomy.  Archives of ophthalmology.  2011 May. 129(5):585-90.
[PubMed]

Folk J, Abràmoff M, Orien J, Christopher M, Scheetz T, Mullins R, Eyestone M, East J, Schindler E, Stone E.  Age-related macular degeneration risk alleles and response to treatment with anti-VEGF agents.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:5238.

Davis A, Folk J, Russell S, Boldt H, Stone E, Abràmoff M, Mahajan V.  Anti-VEGF therapy for peripapillary choroidal neovascularization.  ARVO Meeting Abstracts.  2011 April 22. 52:3544.

Gupta P, Abràmoff M, Abràmoff D, Dumitrescu A, Folk J, Russell S, Niemeijer M.  Automated determination of retinal arteriolar-to-venular width ratio.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:1340.

Joshi V, Garvin M, Reinhardt J, Abràmoff M, 2011 5.  Automated method for the classification of arterial and venous vessel trees in retinal fundus images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:2888.

Niemeijer M, Garvin M, Hu Z, Lee K, Sonka M, Abràmoff M.  Automated registration of fundus photographs to 3D OCT projection images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:1304.

Xu X, Niemeijer M, Garvin M, Reinhardt J, Abràmoff M.  Automatic vessel width measurement on fundus image using graph-based method.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:4035.

Tang L, Niemeijer M, Folk J, Russell S, Reinhardt J, Abràmoff M.  Detection of the presence of irregular shaped abnormalities in fundus photographs.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:1337.

Kay C, Stone E, Abràmoff M.  Increased thickness of photoreceptor outer segments and retinal pigment epithelium in Best vitelliform macular dystrophy.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:1768.

Wendel L, Chen J, Birkholz E, Vallone J, Abràmoff M, Mahajan V.  Prevalence of the metabolic syndrome in diabetic retinopathy.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:1264.

Lee K, Hu Z, Garvin M, Kardon R, Abràmoff M, Sonka M.  Proper registration of macular and peripapillary OCT scans provides reliable correlation between macular and PP retinal layer thickness along corresponding nerve fiber bundle directions.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:1313.

Hu Z, Kwon Y, Abràmoff M, Lee K, Long M, Garvin M.  Repeatability of automated neural canal opening segmentation in SD-OCT images of optic nerve in glaucoma patients.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:1301.

Roller A, Folk J, Patel N, Boldt H, Russell S, Abràmoff M, Mahajan V.  Subretinal neovascularization in idiopathic juxtafoveal telangiectasis responds to intravitreal bevacizumab.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:4521.

Antony B, Kwon Y, Lee K, Abràmoff M, Sonka M, Long M, Garvin M.  Use of a post-acquisition centering method can improve the repeatability of thickness measurements in SD-OCT volumes.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2011 April 22. 52:1311.

Hu Z, Niemeijer M, Abràmoff M, Garvin M.  Automated multi-modality concurrent classification for segmenting vessels in 3-D spectral OCT and color fundus images.  Proceedings of SPIE Medical Imaging 2011: Image Processing.  2011 March. 7962(http://dx.doi.org/10.1117/12.877880):796204_10.

Xu X, Garvin M, Abràmoff M, Reinhardt J.  Simultaneous automatic detection of optic disc and fovea on fundus photographs.  Proceedings of SPIE Medical Imaging 2011: Image Processing.  2011 March. 7962(http://dx.doi.org/10.1117/12.877801):79622T_7.

Niemeijer M, Loog M, Abràmoff M, Viergever M, Prokop M, van Ginneken B.  On combining computer-aided detection systems.  IEEE transactions on medical imaging.  2011 February. 30(2):215-23.
[PubMed]

Quellec G, Russell S, Abràmoff M.  Optimal filter framework for automated, instantaneous detection of lesions in retinal images.  IEEE transactions on medical imaging.  2011 February. 30(2):523-33.
[PubMed]

Davis A, Folk J, Russell S, Boldt H, Stone E, Abràmoff M, Mahajan V.  Anti-VEGF therapy for peripapillary choroidal neovascularization.  2011. 52:3544.

Quellec G, Russell S, Seddon J, Reynolds R, Scheetz T, Mahajan V, Stone E, Abramoff M.  Automated discovery and quantification of image-based complex phenotypes: a twin study of drusen phenotypes in age-related macular degeneration.  Invest Ophthalmol Vis Sci.  2011. 52(12):9195-206.
[PubMed]

Quellec G, Russell S, Seddon J, Reynolds R, Scheetz T, Mahajan V, Stone E, Abràmoff M.  Automated discovery and quantification of image-based complex phenotypes: a twin study of drusen phenotypes in age-related macular degeneration.  Investigative ophthalmology & visual science.  2011. 52(12):9195-206.
[PubMed]

Joshi V, Garvin M, Reinhardt J, Abràmoff M.  Automated method for the identification and analysis of vascular tree structures in retinal vessel network.  Proc SPIE Med Imag.  2011. 7963.

Joshi V, Garvin M, Reinhardt J, Abràmoff M.  Automated method for the identification and analysis of vascular tree structures in retinal vessel network.  Proceedings of SPIE Medical Imaging 2011: Biomedical Applications in Molecular, Structural and Functional Imaging.  2011. 7965.

Hu Z, Abràmoff M, Niemeijer M, Garvin M.  Automated multimodality concurrent classification for segmenting vessels in 3D spectral OCT and color fundus images.  Proc. SPIE.  2011. 7962(Medical Imaging 2011: Image Processing):796204.

Lee K, Abràmoff M, Sonka M, Garvin M.  Automated segmentation of intraretinal layers from spectral-domain macular OCT: Reproducibility of layer thickness measurements.  Proc SPIE Med Imag.  2011. 7965:796523.

Lee K, Abràmoff M, Sonka M, Garvin M.  Automated segmentation of intraretinal layers from spectral-domain macular OCT: reproducibility of layer thickness measurements.  Proceedings of SPIE Medical Imaging 2011: Biomedical Applications in Molecular, Structural and Functional Imaging.  2011. 7965(http://dx.doi.org/10.1117/12.878242):796523_8.

Niemeijer M, Dumitrescu A, Van Ginneken B, Abràmoff M.  Automatic localization of bifurcations and vessel crossings in digital fundus photographs using location regression.  Proc SPIE Med Imag.  2011. 7965:796507.

Niemeijer M, Abràmoff M, Joshi N, Brady M.  Comparison of classifier performance for information fusion in automated diabetic retinopathy screening.  Chicago: IEEE Press.  2011. 

Quellec G, Abràmoff M, Cazuguel G, Lamard M, Cochener B, Roux C.  Fouille d'images multi-instance et multi-resolution appliquee au depistage de la retinopathie diabetique [Multiple-instance and multi-resolution image mining for diabetic retinopathy screening].  Ingénierie et Recherche BioMédicale: IRBM.  2011. 32(6):342-350.

Joshi V, Garvin M, Reinhardt J, Abràmoff M.  Identification and reconnection of interrupted vessels in retinal vessel segmentation.  Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on.  2011. 

Barriga E, Pattichis M, Ts'o D, Abràmoff M, Kardon R, Kwon Y, Soliz P.  Independent component analysis using prior information for signal detection in a functional imaging system of the retina.  Med Image Anal.  2011. 15(1):35-44.
[PubMed]

Quellec G, Abràmoff M, Cazuguel G, Lamard M, Cochener B, Roux C.  Multiple-instance and multi-resolution image mining for diabetic retinopathy screening.  IRBM.  2011. 32(6):342-350.

Xiayu X, Niemeijer M, Song Q, Garvin M, Reinhart J, Abràmoff M.  Retinal vessel width measurements based on a graph-theoretic method.  Chicago: IEEE Press.  2011. 

Xu X, Garvin M, Abràmoff M, Reinhardt J.  Simultaneous automatic detection of optic disc and fovea on fundus photographs.  Proc. SPIE.  2011. 7962(Medical Imaging 2011: Image Processing):79622T.

Tang L, Niemeijer M, Abràmoff M.  Splat feature classification: detection of the presence of large retinal hemorrhages.  Chicago: IEEE Press.  2011. 

Li H, Horton M, Bursell S, Cavallerano J, Zimmer-Galler I, Tennant M, Abràmoff M, Chaum E, Debuc D, Leonard-Martin T, M. W, Diabetic Retinopathy Telehealth Practice Recommendations Working Group .  Telehealth Practice Recommendations for Diabetic Retinopathy, Second Edition.  Telemedicine journal and e-health : the official journal of the American Telemedicine Association.  2011. 17(10):814-837.
[PubMed]

Kay C, Sohn E, Abràmoff M.  Using biomarkers for retinal disease risk assessment and management.  Retinal Physician.  2011. 8(6):23-27.

Alsuhaibani A, Carter K, Abràmoff M, Nerad J.  Utility of meibography in the evaluation of meibomian glands morphology in normal and diseased eyelids.  Saudi J Ophthalmol.  2011. 25(1):61-66.
[PubMed]

van Dijk H, Verbraak F, Stehouwer M, Kok P, Garvin M, Sonka M, DeVries J, Schlingemann R, Abràmoff M.  Association of visual function and ganglion cell layer thickness in patients with diabetes mellitus type 1 and no or minimal diabetic retinopathy.  Vision research.  2011 January. 51(2):224-8.
[PubMed]

Mahajan V, Elkins K, Russell S, Boldt H, Gehrs K, Weingeist T, Stone E, Abràmoff M, Liu D, Folk J.  Bilateral intravitreal injection of antivascular endothelial growth factor therapy.  Retina (Philadelphia, Pa.).  2011 January. 31(1):31-5.
[PubMed]

Tang L, Scheetz T, Mackey D, Hewitt A, Fingert J, Kwon Y, Quellec G, Reinhardt J, Abràmoff M.  Automated quantification of inherited phenotypes from color images: a twin study of the variability of optic nerve head shape.  Investigative ophthalmology & visual science.  2010 November. 51(11):5870-7.
[PubMed]

Hu Z, Abràmoff M, Kwon Y, Lee K, Garvin M.  Automated segmentation of neural canal opening and optic cup in 3D spectral optical coherence tomography volumes of the optic nerve head.  Investigative ophthalmology & visual science.  2010 November. 51(11):5708-17.
[PubMed]

Lee S, Reinhardt J, Cattin P, Abràmoff M.  Objective and expert-independent validation of retinal image registration algorithms by a projective imaging distortion model.  Medical image analysis.  2010 August. 14(4):539-49.
[PubMed]

van Dijk H, Verbraak F, Kok P, Garvin M, Sonka M, Lee K, Devries J, Michels R, van Velthoven M, Schlingemann R, Abràmoff M.  Decreased retinal ganglion cell layer thickness in patients with type 1 diabetes.  Investigative ophthalmology & visual science.  2010 July. 51(7):3660-5.
[PubMed]

Roller A, Mahajan V, Boldt H, Abràmoff M, Russell S, Folk J.  Effects of vitrectomy on age-related macular degeneration.  Ophthalmology.  2010 July. 117(7):1381-6.
[PubMed]

McDonnell P.  Retinator: Revenge of the Machines.  Ophthalmology Times.  2010 July. 

Abràmoff M, Reinhardt J, Russell S, Folk J, Mahajan V, Niemeijer M, Quellec G.  Automated early detection of diabetic retinopathy.  Ophthalmology.  2010 June. 117(6):1147-54.
[PubMed]

Longmuir S, Mathews K, Longmuir R, Joshi V, Olson R, Abràmoff M.  Retinal arterial but not venous tortuosity correlates with facioscapulohumeral muscular dystrophy severity.  Journal of AAPOS : the official publication of the American Association for Pediatric Ophthalmology and Strabismus / American Association for Pediatric Ophthalmology and Strabismus.  2010 June. 14(3):240-3.
[PubMed]

Quellec G, Lee K, Dolejsi M, Garvin M, Abràmoff M, Sonka M.  Three-dimensional analysis of retinal layer texture: identification of fluid-filled regions in SD-OCT of the macula.  IEEE transactions on medical imaging.  2010 June. 29(6):1321-30.
[PubMed]

Gupta P, Quellec G, Lee K, Dolejsi M, Garvin M, Sonka M, Abràmoff M.  3-D Textural analysis of intraretinal layers in macula-centered SD-OCT volumes from neovascular AMD patients.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2010 April 11. 51:1785.

Lee K, Garvin M, Russell S, Sonka M, Abràmoff M.  Automated intraretinal layer segmentation of 3-D macular OCT scans using a multiscale graph search.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2010 April 11. 51:1767.

Antony B, Tang L, Abràmoff M, Lee K, Sonka M, Garvin M.  Automated method for the flattening of optical coherence tomography images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2010 April 11. 51:1781.

Hu Z, Abràmoff M, Kwon Y, Lee K, Garvin M.  Circularity comparison of the clinical optic disc and automatically segmented neural canal opening in SD-OCT images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2010 April 11. 51:4361.

Mahajan V, Folk J, Russell S, Boldt H, Stone E, Lee K, Abràmoff M.  Iowa membrane maps: SD OCT guided therapy for epiretinal membrane.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2010 April 11. 51:3604.

Orien J, Russell S, Somani R, Boldt H, Abràmoff M, Stone E, Folk J, Gehrs K, Mullins R, Mahajan V.  Macular hole closure with internal limiting membrane abrasion.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2010 April 11. 52:1331.

Verbraak F, van Dijk H, Kok P, Schlingemann R, Abràmoff M.  Reduced retinal thickness in patients with Type 2 diabetes mellitus.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2010 April 11. 51:4671.

Tang L, Kwon Y, Alward W, Lee K, Garvin M, Abràmoff M.  Automated measurement of optic nerve head shape from stereo color photographs of the optic disc: validation with SD-OCT.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2010 March 11. 51:1774.

Abràmoff M, Niemeijer M, Russell S.  Automated detection of diabetic retinopathy: barriers to translation into clinical practice.  Expert review of medical devices.  2010 March. 7(2):287-96.
[PubMed]

Lee K, Abràmoff M, Niemeijer M, Garvin M, Sonka M.  3-D segmentation of retinal blood vessels in spectral-domain OCT volumes of the optic nerve head.  Proc SPIE Med Imag.  2010. 7626:76260V.

Lee K, Abràmoff M, Niemeijer M, Garvin M, Sonka M.  3-D segmentation of retinal blood vessels in spectral-domain OCT volumes of the optic nerve head.  Proceedings of SPIE Medical Imaging 2010: Biomedical Applications in Molecular, Structural, and Functional Imaging.  2010. 7626(http://dx.doi.org/10.1117/12.844330):76260V_8.

Tang L, Kwon Y, Alward W, Greenlee E, Lee K, Garvin M, Abràmoff M.  3D reconstruction of the optic nerve head using stereo fundus images for computer-aided diagnosis of glaucoma.  Proc SPIE Med Imag.  2010. 7624:76243D.

Tang L, Kwon Y, Alward W, Greenlee E, Lee K, Garvin M, Abràmoff M.  3D reconstruction of the optic nerve head using stereo fundus images for computer-aided diagnosis of glaucoma.  Proceedings of SPIE Medical Imaging 2010: Computer-Aided Diagnosis.  2010. 7624(http://dx.doi.org/10.1117/12.843912):76243D_8.

Sanchez C, Niemeijer M, Abràmoff M, van Ginneken B.  Active learning for an efficient training strategy of computer-aided diagnosis systems: application to diabetic retinopathy screening.  Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention.  2010. 13(Pt 3):603-10.
[PubMed]

Antony B, Abràmoff M, Lee K, Sonkova P, Gupta P, Kwon Y, Niemeijer M, Hu Z, Sonka M, Garvin M.  Automated 3-D segmentation of intraretinal layers from optic nerve head centered optical coherence tomography images.  Proceedings of SPIE Medical Imaging 2010: Biomedical Applications in Molecular, Structural, and Functional Imaging.  2010. 7626(http://dx.doi.org/10.1117/12.843928):76260U_12.

Antony B, Abràmoff M, Lee K, Sonkova P, Gupta P, Kwon Y, Niemeijer M, Hu Z, Garvin M.  Automated 3D segmentation of intraretinal layers from optic nerve head optical coherence tomography images.  Proc SPIE Med Imag.  2010. 7626:76260U.

Abràmoff M, Reinhardt J, Russell S, Folk J, Mahajan V, Niemeijer M, Quellec G.  Automated early detection of diabetic retinopathy.  Ophthalmology.  2010. 117(6):1147-1154.
[PubMed]

Joshi V, Reinhardt J, Abràmoff M.  Automated measurement of retinal blood vessel tortuosity.  Proc SPIE Med Imag.  2010. 7624:76243A.

Joshi V, Reinhardt J, Abràmoff M.  Automated measurement of retinal blood vessel tortuosity.  Proceedings of SPIE Medical Imaging 2010: Biomedical Applications in Molecular, Structural, and Functional Imaging.  2010. 

Hu Z, Niemeijer M, Abràmoff M, Lee K, Garvin M.  Automated segmentation of 3-D spectral OCT retinal blood vessels by neural canal opening false positive suppression.  Med Image Comput Comput Assist Interv.  2010. 13(Pt 3):33-40.
[PubMed]

Niemeijer M, van Ginneken B, Abràmoff M.  Automatic determination of the artery vein ratio in retinal image.  Proceedings of SPIE Medical Imaging 2010.  2010. 7624.

Niemeijer M, van Ginneken B, Abràmoff M.  Automatic determination of the artery vein ratio in retinal images.  Proc SPIE Med Imag.  2010. 7624:76240I.

Van Dijk H, Verbraak F, Kok P, Garvin M, Sonka M, Lee K, Devries J, Michels R, van Velthoven M, Schlingemann R, Abràmoff M.  Decreased retinal ganglion cell layer thickness in Type 1 diabetic patients.  Invest Ophthalmol Vis Sci.  2010. 51(7):3660-3665.
[PubMed]

Roller A, Mahajan V, Boldt C, Abràmoff M, Russell S, Folk J.  Effects of vitrectomy on age-related macular degeneration.  Ophthalmology.  2010. 117(7):1381-1386.
[PubMed]

Sanchez C, Niemeijer M, Suttorp Schulten M, Abràmoff M, van Ginneken B.  Improving hard exudate detection in retinal images through a combination of local and contextual information.  Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on.  2010. 

Barriga E, Pattichis M, Tso D, Abràmoff M, Kardon R, Kwon Y, Soliz P.  Independent component analysis using prior information for signal detection in a functional imaging system of the retina.  Med Image Anal.  2010. 15(1):35-44.

Agurto C, Murray V, Barriga E, Murillo S, Pattichis M, Davis H, Russell S, Abràmoff M, Soliz P.  Multiscale AM-FM Methods for Diabetic Retinopathy Lesion Detection.  IEEE Trans Med Imaging.  2010. 29(2):502-12.
[PubMed]

Agurto c, Murray V, Barriga E, Murrillo S, Pattichis M, Davis H, Russell S, Abràmoff M, Soliz P.  Multiscale AM-FM methods for diabetic retinopathy lesion detection.  IEEE Trans Medical Imaging.  2010. 29(2):502-512.
[PubMed]

Lee S, Abràmoff M, Reinhardt J.  Retinal atlas statistics from color fundus images.  Proc SPIE Med Imag.  2010. 7623:762310.

Quellec G, Abràmoff M, Russell S.  Use of a twin dataset to identify AMD-related visual patterns controlled by genetic factors.  Proc SPIE Med Imag.  2010. 7624:76240K.

Quellec G, Abràmoff M, Russell S.  Use of a twin dataset to identify AMD-related visual patterns controlled by genetic factors.  Proceedings of SPIE Medical Imaging 2010.  2010. 7624.

Hu Z, Niemeijer M, Abràmoff M, Lee K, Garvin M.  Automated segmentation of 3-D spectral OCT retinal blood vessels by neural canal opening false positive suppression.  Springer-Verlag.  2010 January. 
[PubMed]

Abràmoff M, Garvin M, Sonka M.  Retinal Imaging and Image Analysis.  IEEE transactions on medical imaging.  2010 January. 3:169-208.
[PubMed]

Niemeijer M, 21 authors , Abràmoff M.  Retinopathy online challenge: automatic detection of microaneurysms in digital color fundus photographs.  IEEE transactions on medical imaging.  2010 January. 29(1):185-95.
[PubMed]

Lee K, Niemeijer M, Garvin M, Kwon Y, Sonka M, Abràmoff M.  Segmentation of the optic disc in 3-D OCT scans of the optic nerve head.  IEEE transactions on medical imaging.  2010 January. 29(1):159-68.
[PubMed]

Abràmoff M, Lee K, Niemeijer M, Alward W, Greenlee E, Garvin M, Sonka M, Kwon Y.  Automated segmentation of the cup and rim from spectral domain OCT of the optic nerve head.  Investigative ophthalmology & visual science.  2009 December. 50(12):5778-84.
[PubMed]

Niemeijer M, Abràmoff M, van Ginneken B.  Fast detection of the optic disc and fovea in color fundus photographs.  Medical image analysis.  2009 December. 13(6):859-70.
[PubMed]

Garvin M, Abràmoff M, Wu X, Russell S, Burns T, Sonka M.  Automated 3-D intraretinal layer segmentation of macular spectral-domain optical coherence tomography images.  IEEE transactions on medical imaging.  2009 September. 28(9):1436-47.
[PubMed]

van Dijk H, Kok P, Garvin M, Sonka M, Devries J, Michels R, van Velthoven M, Schlingemann R, Verbraak F, Abràmoff M.  Selective loss of inner retinal layer thickness in type 1 diabetic patients with minimal diabetic retinopathy.  Investigative ophthalmology & visual science.  2009 July. 50(7):3404-9.
[PubMed]

Niemeijer M, Abràmoff M, van Ginneken B.  Information fusion for diabetic retinopathy CAD in digital color fundus photographs.  IEEE transactions on medical imaging.  2009 May. 28(5):775-85.
[PubMed]

Lee K, Niemeijer M, Garvin M, Kwon Y, Sonka M, Abràmoff M.  Automated optic disc segmentation from 3D SD-OCT of the optic nerve head (ONH).  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:1102.

Hu Z, Niemeijer M, Lee K, Abràmoff M, Sonka M, Garvin M.  Automated segmentation of the optic canal in 3D spectral-domain OCT of the optic nerve head (ONH) using retinal vessel suppression.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:3334.

Niemeijer M, Garvin M, Lee K, Sonka M, van Ginneken B, Abràmoff M, 2009 5.  Automated segmentation of the retinal vasculature silhouettes in isotropic 3d optical coherence tomography scans.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:1103.

Garvin M, Niemeijer M, Kardon R, Sonka M, Abràmoff M.  Automatically correcting for the presence of retinal vessels on spectral-domain optical coherence tomography images decreases variability of the segmented retinal layers.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:1099.

Agurto Rios C, Pattichis M, Murillo S, Murray V, Abràmoff M, Russell S, Davis H, Barriga S, Soliz P.  Detection of structures in the retina using AM-FM for diabetic retinopathy classification.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:313.

Lamard M, Quellev G, Cazuguel G, Roux C, Abràmoff M, Cochener B.  Diabetic retinopathy screening method using adapted wavelets decompositions and template matching.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:322.

Tso D, Schallek J, Kardon R, Kwon Y, Abràmoff M, Soliz P.  Hemodynamic components contribute to intrinsic signals of the retina and optic disc.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:4322.

Quellec G, Lamard M, Cazuguel G, Roux C, Abràmoff M, Cochener B.  Multimodal information retrieval to assist diabetic retinopathy diagnosis.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:1363.

Abràmoff M, Russell S, Mahajan V, Van Ginneken B, Niemeijer M.  Performance of automated detection of diabetic retinopathy does not improve by using the distance of each lesion to the fovea.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:3268.

Roller A, Boldt H, Mahajan V, Abràmoff M, Russell S, Folk J.  Progression of age-related macular degeneration after vitrectomy.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:4922.

Barriga E, Russell S, Pattichis M, Murray V, Murillo S, Davis III H, Abràmoff M, Soliz P.  Relationship between visual features and analytically derived features in non-exudated AMD phenotypes: Closing the sematic gap.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009 April 11. 50:3274.

Reinhardt J, Lee S, Xu X, Abràmoff M.  Retina atlas mapping from color fundus images.  ARVO Meeting Abstracts (Invest Ophthalmol Vis Sci).  2009 April 11. 50:3811.

Longmuir S, Longmuir R, Matthews K, Olson R, Abràmoff M.  Retinal arterial but not venous tortuosity correlates with facioscapulohumeral muscular dystrophy (FSHD) severity.  ARVO Meeting Abstracts.  2009 April 11. 50:5419.

 .  Selective loss of inner retinal layer thickness in Type 1 diabetic patients with minimal diabetic retinopathy.  ARVO Meeting Abstracts.  2009 April 11. 50:3244.

Kwon Y, Adix M, Zimmerman M, Piette S, Greenlee E, Alward W, Abràmoff M.  Variance owing to observer, repeat imaging, and fundus camera type on cup-to-disc ratio estimates by stereo planimetry.  Journal of glaucoma.  2009 April. 18(4):305-10.
[PubMed]

Lee K, Niemeijer M, Garvin M, Kwon Y, Sonka M, Abràmoff M.  3-D segmentation of the rim and cup in spectral-domain optical coherence tomography volumes of the optic nerve head.  Proc SPIE Med Imag.  2009. 7262:72622D (9 pp.).

Lee K, Niemeijer M, Garvin M, Sonka M, Kwon Y, Abràmoff M.  3-D segmentation of the rim and cup in spectral-domain optical coherence tomography volumes of the optic nerve head.  Proceedings of SPIE Medical Imaging 2009: Biomedical Applications in Molecular, Structural, and Functional Imaging.  2009. 7262(http://dx.doi.org/10.1117/12.811315):72622D_9.

Niemeijer M, Garvin M, Van Ginneken B, Sonka M, Abràmoff M.  A linking framework for pixel classification based retinal vessel segmentation.  Proc SPIE Med Imag.  2009. 7262:726216.

Niemeijer M, Garvin M, van Ginneken B, Sonka M, Abràmoff M.  A linking framework for pixel classification based retinal vessel segmentation.  Proceedings of SPIE Medical Imaging 2009: Biomedical Applications in Molecular, Structural, and Functional Imaging.  2009. 7262.

Sánchez C, Niemeijer M, Kockelkorn T, Abràmoff M, van Ginneken B.  Active learning approach for detection of hard exudates, cotton wool spots and drusen in retinal image.  Proceedings of SPIE Medical Imaging.  2009. 7259.

Sánchez C, Niemeijer M, Kockelkorn T, Abràmoff M, van Ginneken B.  Active learning approach for detection of hard exudates, cotton wool spots and drusen in retinal images.  2009. 72601l.

Sanchez C, Niemeijer M, Kockelkorn T, Abràmoff M, van Ginneken B.  Active learning approach for detection of hard exudates,cotton wool spots and drusen in retinal images.  Proc SPIE Med Imag.  2009. 7260:72601I.

Garvin M, Abràmoff M, Wu X, Burns T, Russell S, Sonka M.  Automated 3-D intraretinal layer segmentation of macular spectral-domain optical coherence tomography images.  IEEE Trans Med Imaging.  2009. 28(9):1436-1447.
[PubMed]

Hu Z, Niemeijer M, Lee K, Abràmoff M, Sonka M, Garvin M.  Automated segmentation of the optic disc margin in 3-D optical coherence tomography images using a graph-theoretic approach.  Proc. SPIE (Medical Imaging: Biomedical Applications in Molecular Structural and Functional Imaging.  2009. 7262:72620U.

Hu Z, Niemeijer M, Lee K, Abràmoff M, Sonka M, Garvin M.  Automated segmentation of the optic disc margin in 3-D optical coherence tomography images using a graph-theoretic approach.  Proceedings of Medical Imaging 2009: Biomedical Applications in Molecular, Structural, and Functional Imaging.  2009. 7262(http://dx.doi.org/10.1117/12.811694):72620U_11.

Niemeijer M, Van Ginneken B, Abràmoff M.  Automatic classification of retinal vessels into arteries and veins.  Proc SPIE Med Imag.  2009. 7260:72601F.

Niemeijer M, van Ginneken B, Abràmoff M.  Automatic classification of retinal vessels into arteries and veins..  2009. 72601F.

Abràmoff M.  Detecting retinal pathology automatically with special emphasis on diabetic retinopathy.  Boca-Raton: CRC Press.  2009. 

Chiang M, Boland M, Margolis J, Lum F, Abràmoff M, Hildebrand P.  Electronic Health Records [reply].  Ophthalmology.  2009. 116(5):1019-1019.

Karnowski T, Aykac D, Chaum E, Giancardo L, Li Y, Tobin Jr K, Abràmoff M.  Evaluating the accuracy of optic nerve detections in retina imaging using complementary methods.  2009. 25(11):160-163.

Niemeijer M, Abràmoff M, van Ginneken B.  Information fusion for diabetic retinopathy CAD in digital color fundus photographs.  IEEE Trans Medical Imaging.  2009. 28(5):775-785.
[PubMed]

Barriga E, Murray V, Agurto C, Pattichis M, Russell S, Abràmoff M, Davis H, Soliz P.  Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration.  CBMS 2009. 22nd IEEE International Symposium on Computer-Based Medical Systems.  2009. 

Ts'o D, Schallek J, Kwon Y, Kardon R, Abràmoff M, Soliz P.  Noninvasive functional imaging of the retina reveals outer retinal and hemodynamic intrinsic optical signal origins.  Jpn J Ophthalmol.  2009. 53(4):334-344.

Geller K, Folk J, Russell S, Boldt H, Gehrs K, Weingeist T, Abràmoff M, Stone E, Mahajan V.  Patient preference and safety of bilateral intravitreal injection of anti-VEGF therapy.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2009. 50:247.

Karnowski T, Aykac D, Chaum E, Giancardo L, Li Y, Tobin K, Abràmoff M.  Practical considerations for optic nerve location in telemedicine.  Conference proceedings: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference.  2009. 2009:6205-9.
[PubMed]

Niemeijer M, Abràmoff M, van Ginneken B.  Publicly available retinal image data and the use of competitions to standardize algorithm performance comparison.  IFMBE Proceedings (World Congress on Medical Physics and Biomedical Engineering).  2009. 25(11):175-178.

Niemeijer M, Garvin M, Lee K, Van Ginneken B, Abràmoff M, Sonka M.  Registration of 3D spectral OCT volumes using 3D SIFT feature point matching.  Proc SPIE Med Imag.  2009. 7259.

Niemeijer M, Garvin M, Lee K, van Ginneken B, Abràmoff M, Sonka M.  Registration of 3D spectral OCT volumes using 3D SIFT feature point matching.  Proceedings of SPIE Medical Imaging.  2009. 7259(http://dx.doi.org/10.1117/12.811906):72591I_8.

Schallek J, Kardon R, Kwon Y, Abràmoff M, Soliz P, Ts'o D.  Stimulus-Evoked Intrinsic Optical Signals in the Retina: Pharmacologic Dissection Reveals Outer Retinal Origins.  Invest Ophthalmol Vis Sci.  2009. 50(10):4873-4880.

Schallek J, Li H, Kardon R, Kwon Y, Abràmoff M, Soliz P, et a.  Stimulus-Evoked Intrinsic Optical Signals in the Retina: Spatial and temporal characteristics.  Invest Ophthalmol Vis Sci.  2009. 50(10):4865-4872.

Lee A, Oetting T, Beaver H, Carter K,  .  The ACGME Outcome Project in ophthalmology: practical recommendations for overcoming the barriers to local implementation of the national mandate.  Surv Ophthalmol.  2009. 54(4):507-517.

Davis H, Russell S, Barriga E, Abràmoff M, Soliz P.  Vision-based, real-time retinal image quality assessment.  CBMS 2009. 22nd IEEE International Symposium on Computer-Based Medical Systems.  2009. 

Kent C.  Diabetic Retinopathy: Automated Detection?.  Review of Ophthalmology.  2008 November. 

Garvin M, Abràmoff M, Kardon R, Russell S, Wu X, Sonka M.  Intraretinal layer segmentation of macular optical coherence tomography images using optimal 3-D graph search.  IEEE transactions on medical imaging.  2008 October. 27(10):1495-505.
[PubMed]

Chiang M, Boland M, Margolis J, Lum F, Abràmoff M, Hildebrand P.  Adoption and perceptions of electronic health record systems by ophthalmologists: an American Academy of Ophthalmology survey.  Ophthalmology.  2008 September. 115(9):1591-7; quiz 1597.e1-5.
[PubMed]

Abràmoff M, Folk J, Lee A, Beaver H, Boldt H.  Teaching and assessing competency in retinal lasers in ophthalmology residency.  Ophthalmic surgery, lasers & imaging : the official journal of the International Society for Imaging in the Eye.  2008 July. 39(4):270-80.
[PubMed]

Niemeijer M, Sonka M, Garvin M, van Ginneken B, Abràmoff M.  Automated segmentation of the retinal vasculature in 3D optical coherence tomography images.  ARVO Meeting Abstracts (Invest Ophthalmol Vis Sci).  2008 May 14. 49:1832.

Abràmoff M, van Ginneken B, Suttorp M, Russell S, Niemeijer M.  Improved computer aided detection of diabetic retinopathy evaluated on 10,000 screening exams.  ARVO Meeting abstracts (Invest Ophthalmol Vis Sci).  2008 May 14. 49:2735.

Tobin K, Chaum E, Abràmoff M, Govindasamy P, Karnowski T.  Automated diagnosis of retinal disease in a large diabetic population.  ARVO Meeting Abstracts (Invest Ophthalmol Vis Sci).  2008 April 11. 49:3225.

Lee A, Golnik K, Oetting T, Beaver H, Boldt H, Olson R, Greenlee E, Abràmoff M, Johnson A, Carter K.  Re-engineering the resident applicant selection process in ophthalmology: a literature review and recommendations for improvement.  Survey of ophthalmology.  2008 March. 53(2):164-76.
[PubMed]

Abràmoff M, Niemeijer M, Suttorp-Schulten M, Viergever M, Russell S, van Ginneken B.  Evaluation of a system for automatic detection of diabetic retinopathy from color fundus photographs in a large population of patients with diabetes.  Diabetes care.  2008 February. 31(2):193-8.
[PubMed]

Chiang M, Boland M, Margolis J, Lum F, Abràmoff M, Hildebrand P.  Adoption and perceptions of electronic health record systems by ophthalmologists: An American Academy of Ophthalmology Survey.  Ophthalmology.  2008. 115(9):1591-1597.
[PubMed]

Davis B, Russell S, Abràmoff M, Scheetz T, Murillo S, Soliz P.  Application of independent component analysis to classify non-exudative AMD phenotypes quantitatively from vision-based derived features in retinal images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2008. 49:887.

Niemeijer M, Abràmoff M, van Ginneken B.  Automated localization of the optic disc and the fovea.  Conference proceedings : Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference.  2008. 2008:3538-41.
[PubMed]

Yang E, Jin Jones Y, Alward W, Greenlee E, Kwon Y, Abràmoff M.  Comparing resident and fellow performance on evaluation of stereoscopic optic disc images.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2008. 49:3626.

Lee S, Reinhardt J, Niemeijer M, Abràmoff M.  Comparing the performance of retinal image registration algorithms using the centerline error measurement metric.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2008. 49:1833.

Nelson D, Abràmoff M, Kwon Y, Greenlee E, Alward W, Johnson C.  Correlation of progression between structure and function in ocular hypertensive patients from the SAFE study.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2008. 49:738.

Abràmoff M.  Detecting retinal pathology automatically with special emphasis on diabetic retinopathy.  Springer.  2008. 

Agurto C, Murillo S, Murray V, Pattichis M, Russell S, Abràmoff M, Soliz P.  Detection and phenotyping of retinal disease using AM-FM processing for feature extraction. art. no. 5074489.  42nd Asilomar Conference on Signals, Systems and Computers, 2008.  2008. 

Giancardo L, Abràmoff M, Chaum E, Karnowski T, Meriaudeau F, Tobin K.  Elliptical local vessel density: a fast and robust quality metric for retinal images.  Conference proceedings : Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference.  2008. 2008:3534-7.
[PubMed]

Lee S, Abràmoff M, Reinhardt J.  Feature-based pairwise retinal image registration by radial distortion correction.  Proc SPIE Med Imag.  2008. 6512:651220(online).

Soliz P, Russell S, Abràmoff M, Murillo S, Pattichis M, Davis H.  Independent component analysis for vision-inspired classification of retinal images with age-related macular degeneration.  2008 IEEE Southwest Symposium on Image Analysis and Interpretation, 24-26 March.  2008. 

Karnowski T, Govindasamy V, Tobin K, Chaum E, Abràmoff M.  Retina lesion and microaneurysm segmentation using morphological reconstruction methods with ground-truth data.  Conference proceedings : Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference.  2008. 2008:5433-6.
[PubMed]

Lee S, Abràmoff M, Reinhardt J.  Retinal Image Mosaicing using the Radial Distortion Correction (RADIC) Model.  Proc SPIE Med Imag.  2008. 6914:article 691435 (9 pages).

Abràmoff M, Niemeijer M, Suttorp Schulten M, Viergever M, Russell S, van Ginneken B.  Safe automated detection of diabetic retinopathy.  Diabetes Care.  2008. 31(8):e64.

Graff J, Abràmoff M, Russell S.  Stereo video indirect ophthalmoscopy: A novel educational and research tool.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2008. 49:3228.

Garvin M, Sonka M, Kardon R, Wu X, Kwon Y, Russell S, Abràmoff M.  Three-dimensional analysis of SD OCT: Thickness assessment of six macular layers in normal subjects.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2008. 49:1879.

Tobin K, Abràmoff M, Chaum E, Giancardo L, Govindasamy V, Karnowski T, Tennant M, Swainson S.  Using a patient image archive to diagnose retinopathy.  Conference proceedings : Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference.  2008. 2008:5441-4.
[PubMed]

Niemeijer M, Garvin M, van Ginneken B, Sonka M, Abràmoff M.  Vessel segmentation in 3D spectral OCT scans of the retina.  Proc SPIE Med Imag.  2008. 6914:69141R-1-8.

Niemeijer M, van Ginneken B, Russell S, Suttorp-Schulten M, Abràmoff M.  Automated detection and differentiation of drusen, exudates, and cotton-wool spots in digital color fundus photographs for diabetic retinopathy diagnosis.  Investigative ophthalmology & visual science.  2007 May. 48(5):2260-7.
[PubMed]

Abràmoff M, Alward W, Greenlee E, Shuba L, Kim C, Fingert J, Kwon Y.  Automated segmentation of the optic disc from stereo color photographs using physiologically plausible features.  Investigative ophthalmology & visual science.  2007 April. 48(4):1665-73.
[PubMed]

Barriga E, Russell S, Abràmoff M, Brittain R, Nguyen P, Soliz P.  A device for training and computer-assisted application of panretinal photocoagulation.  Proc SPIE.  2007. 6426(Ophthalmic Technologies XVII):64261A.

Lee A, Greenlee E, Oetting T, Beaver H, Johnson A, Boldt H, Abràmoff M, Olson R, Carter K.  Assessing cataract surgical competency.  Ophthalmology.  2007. 114(7):1415-1416.

Haeker M, Sonka M, Kardon R, Shah V, Wu X, Abràmoff M.  Automated segmentation of intraretinal layers from macular optical coherence tomography images.  Proc SPIE Med Imag.  2007. 6512:651214 (online).

Tso D, Schallek J, Kwon Y, Kardon R, Abràmoff M, Soliz P, Pokorny J.  Blood flow dynamics contribute to functional intrinsic optical signals in the cat retina in vivo.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2007. 

Tso D, Schaliek J, Kwon Y, Kardon R, Abràmoff M, Soliz P, Pokorny J.  Blood flow dynamics contribute to functional intrinsic optical signals in the cat retina in vivo.  Assoc Research Vision Ophthalmol (ARVO).  2007. abstract 1951.
[Link]

Piette S, Adix M, Abràmoff M, Greenlee E, Alward W, Kwon Y.  Comparison of computer aided planimetry between simultaneous and non-simultaneous stereo optic disc photographs.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2007. 

Piette S, Adix M, Abràmoff M, Greenlee E, Alward W, Kwon Y.  Comparison of computer aided planimetrybetween simultaneous and non-simultaneous stereo optic disc photographs.  Assoc Research Vision Ophthalmol (ARVO).  2007. abstract 1184.
[Link]

Lee S, Abràmoff M, Reinhardt J.  Feature-based pairwise retinal image registration by radial distortion correction.  Proc SPIE Med Imag.  2007. 6512:651220 (10 pp.).

Davis B, Russell S, Abràmoff M, Nemeth S, Barriga E, Soliz P.  Identification of spectral phenotypes in age-related macular degeneration patients.  Proc SPIE.  2007. 6426(Ophthalmic Technologies XVII):64261I.

Haeker M, Wu X, Abràmoff M, Kardon R, Sonka M.  Incorporation of regional information in optimal 3-D graph search with application for intraretinal layer segmentation of optical coherence tomography images.  Inf Process Med Imaging.  2007. 20:607-18.
[PubMed]

Haeker M, Sonka M, Kardon R, Wu X, Abràmoff M.  Incorporation of regional information in optimal 3-D graph search with application for intraretinal layer segmentation of optical coherence tomography images.  Proc MICCAI, International Conference on Medical Image Computing and Computer-Assisted Intervention.  2007. 20:607-618.

Haeker M, Sonka M, Kardon R, Wu X, Abràmoff M.  Incorporation of shape into optimal 3-D graph search for segmentation of macular optical coherence tomography images.  Proceedings MICCAI, International Conference on Medical Image Computing and Computer-Assisted Intervention 2007.  2007. 20:607-618.

Barriga E, Pattichis M, Abràmoff M, T'so D, Kwon Y, Kardon R, Soliz P.  Independent component analysis for the detection of in-vivo intrinsic signals from an optical imager of retinal function.  Proc. SPIE.  2007. 6426(Ophthalmic Technologies XVII):64261K.

Abràmoff M, Kardon R, Vermeer K, Mensink M.  Portable patient friendly scanning laser ophthalmoscope for diabetic retinopathy imaging: Exudates and hemorrhages.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2007. 

Abràmoff M, Kardon R, Vermeer K, Mensink M.  Portable, patient friendly, scanning laser ophthalmoscope for diabetic retinopathy imaging: Exudates and hemorrhages.  Assoc Research Vision Ophthalmol (ARVO).  2007. abstract 2592.
[Link]

Russell S, Abràmoff M, Radosevich M, Heffron E, Stone E, Barriga E, Davis B, Soliz P.  Quantitative assessment of retinal image quality compared to subjective determination.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2007. 

Russell S, Abràmoff M, Radosevich M, Heffron E, Stone E, Barriga E, Davis B, Soliz P.  Quantitative assessment of retinal image quality compared to subjective determination.  Assoc Research Vision Ophthalmol (ARVO).  2007. abstract 2607.
[Link]

Merickel M, Abràmoff M, Sonka M, Wu X.  Segmentation of the Optic Nerve Head Combining Pixel Classification and Graph Search.  Proc SPIE Med Imag.  2007. 6512:651215(online).

Barriga E, Pattichis M, Ts'o D, Abràmoff M, Kardon R, Kwon Y, Soliz P.  Spatiotemporal independent component analysis for the detection of functional responses in cat retinal images.  IEEE Trans Med Imaging.  2007. 26(8):1035-45.
[PubMed]

Lee A, Beaver H, Boldt H, Olson R, Oetting T, Abràmoff M, Carter K.  Teaching and assessing professionalism in ophthalmology residency training programs.  Surv Ophthalmol.  2007. 52(3):300-14.
[PubMed]

Lee A, Beaver H, Greenlee E, Oetting T, Boldt H, Olson R, Abràmoff M, Carter K.  Teaching and Assessing Systems-based Competency in Ophthalmology Residency Training Programs.  Surv Ophthalmol.  2007. 52(6):680-689.
[PubMed]

Lee A, Greenlee E, Oetting T, Beaver H, Johnson A, Boldt H, Abràmoff M, Olson R, Carter K.  The Iowa ophthalmology wet laboratory curriculum for teaching and assessing cataract surgical competency.  Ophthalmology.  2007. 114(7):21-6.
[PubMed]

Haeker M, Abràmoff M, Wu X, Kardon R, Sonka M.  Use of varying constraints in optimal 3-D graph search for segmentation of macular optical coherence tomography images.  MICCAI, International Conference on Medical Image Computing and Computer-Assisted Intervention.  2007. 10(Pt 1):244-51.
[PubMed]

Lee S, Abràmoff M, Reinhardt J.  Validation of retinal image registration algorithms by a projective imaging distortion model.  Conference proceedings : Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference.  2007. 2007:6472-5.
[PubMed]

Niemeijer M, Abràmoff M, van Ginneken B.  Segmentation of the optic disc, macula and vascular arch in fundus photographs.  IEEE transactions on medical imaging.  2007 January. 26(1):116-27.
[PubMed]

Niemeijer M, Abràmoff M, van Ginneken B.  Image structure clustering for image quality verification of color retina images in diabetic retinopathy screening.  Medical image analysis.  2006 December. 10(6):888-98.
[PubMed]

Abràmoff M, Russell S.  Telediagnosis for diabetic retinopathy.  Ophthalmology Management.  2006 May. 

Abràmoff M.  The effect of compression on clinical diagnosis of glaucoma based on non-analyzed confocal scanning laser ophthalmoscopy images.  Ophthalmic surgery, lasers & imaging : the official journal of the International Society for Imaging in the Eye.  2006 May. 37(3):263; author reply 263-4.
[PubMed]

Abràmoff M, Kwon Y, Ts'o D, Soliz P, Zimmerman B, Pokorny J, Kardon R.  Visual stimulus-induced changes in human near-infrared fundus reflectance.  Investigative ophthalmology & visual science.  2006 February. 47(2):715-21.
[PubMed]

Barriga E, Russell S, Abràmoff M, Brittain R, Waymire R, Edwards A, Engstrom R, Davis B, Soliz P.  A training system for photodynamic therapy using modeling and simulation.  Proc 19th IEEE International Symp Computer-Based Medical Systems 2006 (CBMS).  2006. 

Abràmoff M, Kim C, Fingert J, Shuba L, Greenlee E, Alward W, Kwon Y.  Automatic segmentation of the cup and rim from optic disc stereo color images: Correlation between glaucoma fellows , glaucoma experts, and pixel feature classification.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2006. 

Barriga E, Pattichis M, Ts'o D, Kwon Y, Kardon R, Abràmoff M, Soliz P.  Detection of low amplitude, in-vivo intrinsic signals from an optical imager of retinal function.  Ophthalmic Technologies XVI. Proceedings of the SPIE.  2006. 6138:66-77.

Barriga E, Tsêo D, Pattichis M, Kwon Y, Kardon R, Abràmoff M, Soliz P.  Detection of low amplitude, in-vivo intrinsic signals from an optical imager of retinal function.  Proceedings of SPIE.  2006. 

Merickel Jr M, Wu X, Sonka M, Abràmoff M.  Optimal segmentation of the optic nerve head from stereo retinal images.  Proc SPIE Med Imag.  2006. 6143 (II):61433B.

Merickel M, Wu X, Sonka M, Abràmoff M.  Optimal segmentation of the optic nerve head from stereo retinal images.  Proceedings of SPIE.  2006. 

Tso D, Schallek J, Zarella M, Ghim M, Abràmoff M, Kwon Y, Kardon R, Pokorny J, Soliz P.  Pharmacological dissection of laminar contributions to intrinsic optical signals in the retina.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2006. 

Tso D, Schaliek J, Zarella M, Ghim M, Abràmoff M, Kwon Y, Kardon R, Pokorny J, Soliz P.  Pharmacological dissection of laminar contributions to intrinsic optical signals in the retina.  Assoc Researvch Vision Ophthalmol (ARVO).  2006. Abstract 5899.
[Link]

Shah V, Haeker M, Abràmoff M, Sonka M, Kardon R.  Segmental inner retinal layer analysis of macular OCT scan detects damage in unilateral optic neuropathy.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2006. 

Haeker M, Abràmoff M, Kardon R, Sonka M.  Segmentation of the surfaces of the retinal layer from OCT images.  Lecture Notes in Computer Science (Medical Image Computing and Computer-Assisted Intervention, MICCAI 2006 - 9th International Conference, Proceedings).  2006. 4190(LNCS - I):800-807.

Haeker M, Abràmoff M, Kardon R, Sonka M.  Segmentation of the surfaces of the retinal layer from OCT images.  MICCAI, International Conference on Medical Image Computing and Computer-Assisted Intervention.  2006. 9(Pt 1):800-7.
[PubMed]

Barriga E, Pattichis M, Abràmoff M, Ts'o D, Kardon R, Kwon Y, Soliz P.  Spatiotemporal independent component analysis for retinal images.  40th Asilomar Conference on Signals, Systems, and Computers, ACSSC '06.  2006. 

Russell S, Durukan A, Davis H, Nemeth S, Zamora G, Fournier P, Taylor B, Reinhardt J, Abràmoff M.  Spectral imaging demonstrates principal wavelength components that differentiate Stargardt disease , age-related macular degeneration (AMD) and non-AMD drusen-associated disorders.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2006. 

Russell S, Durukan A, Davis H, Nemeth S, Zamora G, Fournier P, Taylor B, Reinhardt J, Abràmoff M.  Spectral imaging demonstrates principal wavelength components that differentiate Stargardt disease, age-related macular degeneration (AMD), and non-AMD drusen-associated disorders.  Assoc Research Vision Ophthalmol (ARVO).  2006. Abstract 5808.
[Link]

Lee  A, Beaver  H, Boldt  H, Olson  R, Oetting  T, Abràmoff  M, Carter  K, Golnik  K.  Teaching and assessing professionalism in ophthalmology residency training programs.  ACGME Council.  2006. 

Abràmoff M, Niemeijer M.  The automatic detection of the optic disc location in retinal images using optic disc location regression.  Conference proceedings: 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society.  2006. 1:4432-5.
[PubMed]

Abràmoff M, Suttorp-Schulten M.  Web-based screening for diabetic retinopathy in a primary care population: the EyeCheck project.  Telemedicine journal and e-health : the official journal of the American Telemedicine Association.  2005 December. 11(6):668-74.
[PubMed]

Niemeijer M, van Ginneken B, Staal J, Suttorp-Schulten M, Abràmoff M.  Automatic detection of red lesions in digital color fundus photographs.  IEEE transactions on medical imaging.  2005 May. 24(5):584-92.
[PubMed]

Niemeijer M, van Ginneken B, Sonka M, Abràmoff M.  Automated classification of exudates , cotton-wool spots and drusen from retinal color images for diabetic retinopathy screening.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2005. 

Niemeijer M, van Ginneken B, ter Haar F, Abràmoff M.  Automatic detection of the optic disc, fovea and vascular arch in digital color photographs of the retina.  Oxford: BMVA.  2005. 

Niemeijer M, Abràmoff M, van Ginneken B.  Automatic detection of the presence of bright lesions in colour fundus photographs.  Proceedings of IFMBE Conference on Biomedical Engineering.  2005. 11(1):1832-1838.

Niemeijer M, Abràmoff M, van Ginneken B.  Automatic detection of the presence of bright lesions in colour fundus photographs.  Proceedings of IFMBE conference on biomedical engineering.  2005. 11(1):1832-1838.

Abràmoff M.  Imaging and Microscopy CD-Rom.  Purdue University Cytology Laboratory.  2005. 

Abràmoff M, Kwon Y, Tso D, Soliz P, Barriga E, Li H, Kardon R.  Imaging of retinal function in awake humans: Timecourse of the functional signal in response to focal visual stimulation.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2005. 

Xiaoqing J, Kwon Y, Alward W, Abràmoff  M.  Robust automatic optic disc segmentation (Article 134).  ACM Press.  2005. 

Tso D, Zarella M, Schallek J, Kwon Y, Kardon R, Abràmoff M, Soliz P.  The origins of stimulus dependent intrinsic optical signals of the retina.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2005. 

Staal J, Abràmoff M, Niemeijer M, Viergever M, van Ginneken B.  Ridge-based vessel segmentation in color images of the retina.  IEEE transactions on medical imaging.  2004 April. 23(4):501-9.
[PubMed]

Abràmoff M, Kwon Y, Ts'o D, Li H, Berriga S, Soliz P, Kardon R.  A spatial truncation approach to the analysis of optical imaging of the retina in humans and cats.  Biomedical Imaging: Nano to Macro, 2004. IEEE International Symposium on.  2004. 

Niemeijer M, Staal J, Van Ginneken B, Loog M, Abràmoff M.  Comparative study of retinal vessel segmentation methods on a new publicly available database.  Proc SPIE Med Imag.  2004. 5370:648-656.

Niemeijer M, Staal J, van Ginneken B, Loog M, Abràmoff M.  Comparative study of retinal vessel segmentation on a new publicly available database.  SPIE, San Diego, CA. Proceedings of the SPIE.  2004. 5370:648-665.

Abràmoff M, Magalhâes P, Ram S.  Image processing with Image J.  Biophotonics.  2004. 11:36-42.

Abràmoff M, Magalhâes P, Ram S.  Image processing with ImageJ.  Biophotonics International.  2004. 11(7):36-42.

Abràmoff M, Kardon R, Tso D, Soliz P, Barriga E, Li H, Kwon Y.  Intrinsic optical imaging of the retina in awake humans.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2004. 

Abràmoff M.  New concepts in orbital imaging.  New York, NY: Elsevier Science.  2004. 

Abràmoff M.  New developments in imaging of orbital tumors.  Elsevier Science.  2004. 

Tso D, Kwon Y, Kardon R, Soliz P, Li H, Abràmoff M, Zarella M.  Signal sources observed with intrinsic signal optical imaging of retina.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2004. 

van Leiden H, Moll A, Dekker J, Abràmoff M, Polak B.  Photography or ophthalmoscopy for detection of diabetic retinopathy?.  Diabetes care.  2003 April. 26(4):1318-9.
[PubMed]

Miller J, Rossi E, Konishi N, Wiesmair M, Abràmoff M.  Visualizing ocular tissue movement with little gold beads.  ARVO Meeting Proceedings (Invest Ophthalmol Vis Sci).  2003. 4:936-937.

Miller J, Rossi E, Konishi N, Wiesmair M, Abràmoff M.  Visualizing ocular tissue movement with little gold beads.  Invest Ophthalmol Vis Sci (ARVO abstract).  2003. 44:936-937.
[Link]

Abràmoff M, Viergever M.  Computation and visualization of three-dimensional soft tissue motion in the orbit..  IEEE transactions on medical imaging.  2002 April. 21(4):296-304.
[PubMed]

Abràmoff M, Kalmann R, de Graaf M, Stilma J, Mourits M.  Rectus extraocular muscle paths and decompression surgery for Graves orbitopathy: mechanism of motility disturbances.  Investigative ophthalmology & visual science.  2002 February. 43(2):300-7.
[PubMed]

Abràmoff M, Kalmann R, Mourits M.  Cause of diplopia after decompression surgery for Graves orbitopathy.  ESOPRS. Proc. Conference European Society Plastic Reconstructive Surgery. 2002. Munster Germany.  2002. 52:41536.

Abràmoff M.  Challenges in realizing the potential of telemedicine in healthcare.  Health Management Forum.  2002. 

Staal J, Kalitzin S, Abràmoff M, Berendschot T, van Ginneken B, Viergever M.  Classifying convex sets for vessel detection in retinal images.  Chicago: IEEE Press.  2002. 

Abràmoff M.  Functional anatomy of the orbit.  Tijdschrift voor Orthoptie.  2002. 27(2):50-55.

Abràmoff M, Suttorp-Schulten M, Polak B.  Retinal thickness measurement in diagnosis and treatment of diabetic macular edema.  [NOG Abstract] Groningen Netherlands.  2002. 

Abràmoff M, Ramos L, Jansen G, Mourits M.  Patients with persistent pain after enucleation studied by MRI dynamic color mapping and histopathology.  Investigative ophthalmology & visual science.  2001 September. 42(10):2188-92.
[PubMed]

Abràmoff M.  Dwalingen in de methodologie.  XXIX P Nederlands tijdschrift voor geneeskunde.  2001 March. 145(12):602.
[PubMed]

Abràmoff M, Polak B, Beerthuizen J, Suttorp M, Smit T, Viergever M, Selders M.  Interobserver variability in screening on diabetic retinopathy on digital fundus photographs. Optometrist, resident, ophthalmologist and diabetic retinopathy specialist compared.  [NOG Abstract]. Maastricht.  2001. 

Abràmoff M.  Objective measurement of motion in the orbit.  New York, NY: Transatlantic Publishing.  2001. 

Abràmoff M.  Roaming through methodology.  XXIX P Ned Tijdschr Geneeskd.  2001. 145(12):602.
[PubMed]

Abràmoff M, Völker-Dieben H, Viergever M, Mourits M.  Three-dimensional motion of intraorbital fatty tissue measured with 3-D MRI dynamic color mapping.  Invest Ophthalmol Vis Sci [ARVO Suppl].  2001. 42:936.

Abràmoff M, Völker-Dieben  H, Viergever M, Mourits M.  Three-dimensional motion of intraorbital fatty tissue measured with 3-D MRI dynamic color mapping (ARVO abstract).  Invest Ophthalmol Vis Sci.  2001. 42:936.

Abràmoff M, Van Gils A, Jansen G, Mourits M.  MRI dynamic color mapping: a new quantitative technique for imaging soft tissue motion in the orbit.  Investigative ophthalmology & visual science.  2000 October. 41(11):3256-60.
[PubMed]

Abràmoff M, Niessen W, Viergever M.  Objective quantification of the motion of soft tissues in the orbit.  IEEE transactions on medical imaging.  2000 October. 19(10):986-95.
[PubMed]

Abràmoff M, Viergever M, Mourits M.  Recti muscle pulleys and decompression surgery for Graves' orbitopathy.  Investigative Ophthalmology & Visual Science.  2000 March 15. 41(4):S416.

Abràmoff M, Viergever M, Mourits M.  Recti muscle pulleys and decompression surgery for Graves orbitopathy.  Invest Ophthalmol Vis Sci [ARVO Suppl].  2000. 41:738.

Abràmoff M, Viergever M, Mourits M.  Recti muscle pulleys and decompression surgery for Graves orbitopathy (ARVO abstract).  Invest Ophthalmol Vis Sci.  2000. 41:738.

Abràmoff M.  Functional anatomy of the orbit: imaging aspects.  Rotterdam, Netherlands: Skull Base Society.  1999. 

Abràmoff M.  Localisatie van rectus pulleys bij Graves orbitopathie.  Amsterdam Nederlands Oogheelkundig Gezelschap.  1999. 

Abràmoff M, Mourits M.  Do apical orbital septa play a role in causing strabismus?.  ASOPRS. Proc. Annual Meeting American Society Ophthalmic Plastic Reconstructive Surgery.  1998. [ASOPRS abstract]. New Orleans Louisiana.

Abràmoff M, Stuijfzand E, Mali W, et al. .  Reattachments after orbital surgery shown by kinematic MR imaging.  Radiology.  1997 November. 205:553.

Liem T, Abràmoff M, DeLint P.  Localization of retinal dysfunction after cataract surgery.  Investigative Ophthalmology & Visual Science.  1997 March 15. 38(4):1840.

Abràmoff M, Stuijfzand E, Mali W, et al. .  Rapid dynamic video MR shows reattachment of optic nerve stump after enucleation.  Investigative Ophthalmology & Visual Science.  1997 March 15. 38(4):582.

Stuijfzand E, Abràmoff M, Mali W, et al. .  Rapid quantitative dynamic video MR of the orbit.  Investigative Ophthalmology & Visual Science.  1997 March 15. 38(4):565.

Stuijfzand E, Abràmoff M, Zuijderveld K, Ramos L, Weickert J, Mourits M, Zonneveld F, Mali W.  Fast cinematic magnetic resonance imaging of the eye and orbit.  Electr J Radiol Soc N Amer.  1997. 

Liem T, Abràmoff M, Kuenen J.  Localization of retinal dysfunction after cataract surgery.  Invest Ophthalmol Vis Sci.  1997. 38:351.

Abràmoff M, Stuijfzand E, Mali W, Mourits M.  Optic nerve dynamics suggest function of apical septa. Rome.  ESOPRS. Proc. Conference European Society Plastic Reconstructive Surgery, Italy.  1997. 

Abràmoff M, Stuijfzand E, Mali W, Mourits M, Zonneveld F.  Reattachments after orbital surgery show by kinematic MR imaging.  Radiology (RSNA supplement).  1997. 205:270-271.

Abràmoff M, Stuijfzand E, Mali W, Mourits M, Zonneveld F.  Reattachments after orbital surgery shown by kinematic MR imaging.  Radiology [RSNA supplement].  1997. 205:270-271.

Abràmoff M, Stuijfzand E, Ramos L, Kornneef :, Abràmoff M, et al. .  Dynamic video MR imaging of the eyes in patients with restricted eye movement.  Radiology.  1996 November. 201:68.

Abràmoff M, Korf J.  Beeldverwerkende technieken bij schizofrenie en de pathogenese van de psychose.  Utrecht: Tijdstroom.  1996. 

Abràmoff M, Klijn F, Jansen G, Stilma J.  Dwangbehandeling van een psychiatrische patiïnt met een oogperforatie.  Breda:Nederlands Oogheelkundig Gezelschap.  1996. 1:97.

Abràmoff M, Stuijfzand E, Ramos L, Mourits M.  Quantitative dynamic MRI and orbital fractures.  ESOPRS. Proc. Conference European Society Plastic Reconstructive Surgery, Utrecht.  1996. 

Abràmoff M, Carre L.  Applications with Gemstone an Object Database.  Amsterdam Netherlands: Object Oriented Systems Conference.  1992. 

Abràmoff M, Carre L.  des objets repartis: l'expérience Gemstone.  AFUU 2ème Conference Systèmes Orientés Objets.  1992. 

Abràmoff M.  Can neural networks explain dysfluent speech.  Amsterdam: Elsevier.  1991. 

Abràmoff M.  Spatiotemporal correlation and the cerebellum.  IEEE-INNS International joint conference on neural networks II.  1991. 

Abràmoff M, Braamhof M.  Spatiotemporal correlation in the cerebellum.  IEICE Neurocomputing issue.  1991. 90:1739-1942.

Abràmoff M, Braamhof M.  Spatiotemporally correlating neurons.  [IEICE Japan] Neurocomputing issue.  1991. 90(95):161-164.

Abràmoff M.  Can neural networks explain stuttering?.  Berlin: Springer Verlag.  1990. 

Abràmoff M.  DRIVE: Digital Retinal Images for Vessel Extraction. 
[Link]

Abràmoff M.  ROC: Retinopathy online challenge. 
[Link]

Date Last Modified: 06/07/2014 - 21:56:23