Article

Fraz, M. M., Badar, M., Malik, A. W. and Barman, S. A. (2019) Computational methods for exudates detection and macular edema estimation in retinal images : a survey. Archives of Computational Methods in Engineering, 26(4), pp. 1193-1220. ISSN (print) 1134-3060

Welikala, R.A., Fraz, M.M., Dehmeshki, J., Hoppe, A., Tah, V., Mann, S., Williamson, T.H. and Barman, S.A. (2015) Genetic algorithm based feature selection combined with dual classification for the automated detection of proliferative diabetic retinopathy. Computerized Medical Imaging and Graphics, 43, pp. 64-77. ISSN (print) 0895-6111

Fraz, Muhammad Moazam, Rudnicka, Alicja R., Owen, Christopher G. and Barman, Sarah A. (2014) Delineation of blood vessels in pediatric retinal images using decision trees-based ensemble classification. International Journal of Computer Assisted Radiology and Surgery, 9(5), pp. 795-811. ISSN (print) 1861-6410

Fraz, M. M, Basit, A and Barman, S. (2013) Application of morphological bit planes in retinal blood vessel extraction. Journal of Digital Imaging, 26(2), pp. 274-286. ISSN (print) 0897-1889

Fraz, M. M., Remagnino, P., Hoppe, A., Rudnicka, A. R., Whincup, P.H., Owen, C. G. and Barman, S.A. (2013) Quantification of blood vessel calibre in retinal images of multi-ethnic school children using a model based approach. Computerized Medical Imaging and Graphics, 37(1), pp. 48-60. ISSN (print) 1879-0771

Fraz, M. M., Barman, S. A., Remagnino, P., Hoppe, A., Basit, A., Uyyanonvara, B., Rudnicka, A. R. and Owen, C. G. (2012) An approach to localize the retinal blood vessels using bit planes and centerline detection. Computer Methods and Programs in Biomedicine, 108(2), pp. 600-616. ISSN (print) 0169-2607

Fraz, M.M., Remagnino, P., Hoppe, A., Uyyanonvara, B., Rudnicka, A.R., Owen, C.G. and Barman, S.A. (2012) Blood vessel segmentation methodologies in retinal images: a survey. Computer Methods and Programs in Biomedicine, 108(1), pp. 407-433. ISSN (print) 0169-2607

Fraz, M.M., Remagnino, P., Hoppe, A., Uyyanonvara, B., Rudnicka, A.R., Owen, C.G. and Barman, S.A. (2012) An ensemble classification based approach applied to retinal blood vessel segmentation. IEEE Transactions on Biomedical Engineering, 59(9), pp. 2538-2548. ISSN (print) 0018-9294

Book Section

Fraz, Muhammad Moazam and Barman, Sarah A. (2014) Computer vision algorithms applied to retinal vessel segmentation and quantification of vessel caliber. In: Ng, E. Y. K. , Acharya, U. Rajendra , Suri, Jasjit S. and Campilho, Aurelio, (eds.) Image Analysis and Modeling in Ophthalmology. Boca Raton, U.S. : CRC Press. pp. 49-84. ISBN 9781466559301

Fraz, Muhammad Moazam and Barman, Sarah A. (2014) Ensemble classification applied to retinal blood vessel segmentation: theory and implementation. In: Ng, E. Y. K , Acharya, U. Rajendra , Suri, Jasjit S. and Campilho, Aurelio, (eds.) Image Analysis and Modeling in Ophthalmology. Boca Raton, U.S. : CRC Press. pp. 23-48. ISBN 9781466559301

Fraz, M.M., Remagnino, P., Hoppe, A., Uyyanonvara, B., Rudnicka, A.R., Owen, C.G. and Barman, S.A. (2012) Ensemble classification system applied for retinal vessel segmentation on child images containing various vessel profiles. In: Campilho, Aurélio and Kamel, Mohamed, (eds.) Image Analysis and Recognition. Berlin : Springer. pp. 380-389. (Lecture Notes in Computer Science, (7325)) ISSN (print) 0302-9743 ISBN 9783642312977

Fraz, M.M., Remagnino, P., Hoppe, A., Uyyanonvara, B., Owen, Christopher G, Rudnicka, Alicja R and Barman, S. (2011) Retinal Vessel Extraction Using First-Order Derivative of Gaussian and Morphological Processing. In: Bebis, George , Boyle, Richard , Parvin, Bahram , Koracin, Darko , Wang, Song , Kyungnam, Kim , Benes, Bedrich , Moreland, Kenneth , Borst, Christoph , DiVerdi, Stephen , Yi-Jen, Chiang and Ming, Jiang, (eds.) Advances in Visual Computing. Springer Berlin Heidelberg. pp. 410-420. (Lecture Notes in Computer Science, (6938)) ISSN (print) 0302-9743 ISBN 9783642240270

Conference or Workshop Item

Welikala, Roshan A, Fraz, Muhammad M, Hayat, Shabina, Rudnicka, Alicja R, Foster, Paul J, Whincup, Peter H, Owen, Chris G, Strachan, David P and Barman, Sarah A (2015) Automated retinal vessel recognition and measurements on large datasets. In: 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC); 25-29 Aug 2015, Milan, Italy.

Fraz, M.M., Remagnino, P., Hoppe, A. and Barman, S. (2013) Retinal image analysis aimed at extraction of vascular structure using linear discriminant classifier. In: IEEE International Conference on Computer Medical Applications (ICCMA); 20-22 Jan. 2013, Sousse, Tunisia. ISBN 9781467352130

Fraz, M.M., Remagnino, P., Hoppe, A., Barman, S.A., Rudnicka, A., Owen, C. and Whincup, P. (2012) A Model Based Approach for Vessel Caliber Measurement in Retinal Images. In: Eighth International Conference on Signal Image Technology and Internet Based Systems (SITIS); 25-29 Nov 2012, Sorrento, Italy. ISBN 9781467351522

Fraz, M. M., Remagnino, P., Hoppe, A., Uyyanonvara, B., Rudnicka, A., Owen, C. G. and Barman, S. A. (2012) Retinal vessel segmentation using ensemble classifier of bagged decision trees. In: IET Conference on Image Processing (IPR 2012); 03 - 04 Jul 2012, London, U.K..

Fraz, Muhammad Moazam, Remagnino, Paolo, Hoppe, Andreas, Velastin, Sergio A. and Barman, Sarah (2011) A supervised method for retinal blood vessel segmentation using line strength multiscale gabor and morphological features. In: IEEE International Conference on Signal and Image Processing Applications; 16 - 18 Nov 2011, Kuala Lumpur, Malaysia. ISBN 9781457702433

Fraz, M. Moazam, Basit, Abdul, Remagnino, Paolo, Hoppe, Andreas and Barman, Sarah (2011) Retinal vasculature segmentation by morphological curvature, reconstruction and adapted hysteresis thresholding. In: IEEE International Conference on Emerging Technologies; 05 - 06 Sep 2011, Islamabad, Pakistan. ISBN 9781457707698

Fraz, M.M., Javed, M.Y. and Basit, A. (2008) Evaluation of retinal vessel segmentation methodologies based on combination of vessel centerlines and morphological processing. In: 4th IEEE International Conference on Emerging Technologies; 18-19 Oct 2008, Rawalpindi, Pakistan. ISBN 9781424422104

Fraz, M.M., Javed, M.Y. and Basit, A. (2008) Retinal vessels extraction using bit planes. In: 8th IASTED International Conference on Visualization, Imaging, and Image Processing; 1-3 Sep 2008, Palma De Mallorca, Spain. ISBN 9780889867598

Ahmed, A., Fraz, M. M. and Zahid, F. A. (2003) Some results of experimentation with extreme programming paradigm. In: 7th IEEE International Multi topic Conference (INMIC 2003); 08 - 09 Dec 2003, Islamabad, Pakistan. ISBN 0780381831

Asif Jan, Muhammad, Zahid, Fahd Ali, Fraz, Mohammad Moazam and Ali, Arshad (2003) Exploiting peer group concept for adaptive and highly available services. In: Computing in High Energy and Nuclear Physics; 24-28 Mar 2003, La Jolla, California, U.S.A..

Thesis

Fraz, Muhammad Moazam (2013) Retinal image segmentation and quantification of vessel width in non-standard retinal datasets. (PhD thesis), Kingston University, .