Machine learning approach for automated screening of malaria parasite using light microscopic images
Tóm tắt
Từ khóa
Tài liệu tham khảo
Beucher, 1993, The morphological approach to segmentation: the watershed transformation, vol. 34
Chu, 1990, Use of gray value distribution of run lengths for texture analysis, Pattern Recognition Letter, 11, 415, 10.1016/0167-8655(90)90112-F
Cuomo, M.J., Noel, L.B., White, D.B., 2012. Diagnosing Medical Parasites: A Public Health Officers Guide to Assisting Laboratory and Medical Officers. Retrieved from http://www.phsource.us/PH/PARA/Diagnosing_Medical_Parasites.pdf.
Das, 2010, Invariant moment based feature analysis for abnormal erythrocyte recognition, 242
Dasarathy, 1991, Image characterization based on joint gray-level run-length distribution, Pattern Recognition Letter, 12, 497, 10.1016/0167-8655(91)80014-2
Dempster, 1999, Morphological processing of malarial slide images, 16
Diaz, 2009, A semi automatic method for quantification and classification of erythrocytes infected with malaria parasites in microscopic image, Journal of Biomedical Informatics, 42, 296, 10.1016/j.jbi.2008.11.005
Duda, 2007
Frean, 2010, Microscopic determination of malaria parasite load: role of image analysis, Microscopy: Science, Technology, Application and Education, FORMATEX, 3, 862
Galloway, 1975, Texture analysis using gray level run lengths, Computer Graphics and Image Processing, 4, 172, 10.1016/S0146-664X(75)80008-6
Gonzalez, 2002
Ghosh, 2010, Entropy based divergence for leukocyte image segmentation, 409
Greer, 2009
Gun, 2008, vol. 2
Han, 2006
Haralick, 1973, Textural features for image classification. IEEE Transaction on Systems, Man and Cybernetics, 3, 610, 10.1109/TSMC.1973.4309314
Hue, 1962, Visual pattern recognition by moment invariants, IRE Transaction on Information Theory, 8, 179, 10.1109/TIT.1962.1057692
Krishnan, 2011, Textural characterization of histopathological images for oral sub-mucous fibrosis detection, Tissue and Cell, 43, 318, 10.1016/j.tice.2011.06.005
Krishnan, 2012, Statistical analysis of textural features for improved classification of oral histopathological images, Journal of Medical Systems, 36, 865, 10.1007/s10916-010-9550-8
Kumar, 2006, A rule-based approach for robust clump splitting, Pattern Recognition Letter, 39, 1088, 10.1016/j.patcog.2005.11.014
Lam, 2005, Combining gray world and retinex theory for automatic white balance in digital photography, 134
Makkapati, 2009, Segmentation on malaria parasites in peripheral blood smear images, 1361
Mandelbrot, 1982
Martis, 2012, Application of principal component analysis to ECG signals for automated diagnosis of cardiac health, Expert Systems with Applications, 39, 11792, 10.1016/j.eswa.2012.04.072
National vector borne disease control programme. Trend of malaria (2010-2011). Available at http://nvbdcp.gov.in/malaria9.html.
Ojala, 2002, Multiresolution gray-scale and rotation invariant texture classification with local binary patterns, IEEE Transactions on Pattern Analysis and Machine Intelligence, 24, 971, 10.1109/TPAMI.2002.1017623
Pharwaha, 2009, Shannon and non-Shannon measures of entropy for statistical texture feature extraction in digitized mammograms, 1286
Rastogi, 2008
Raviraja, 2008, A novel technique for malaria diagnosis using invariant moments and by image compression, 730
Raviraja, 2006, Analysis of detecting the malarial parasite infected blood images using statistical based approach, 534
Ross, 2006, Automatic image processing method for the diagnosis and classification of malaria on thin blood smears, Medical and Biological Engineering Computing, 44, 427, 10.1007/s11517-006-0044-2
Sarkar, 1994, An efficient differential box-counting approach to compute fractal dimension of image, IEEE Transaction on Systems, Man and Cybernetics, 24, 115, 10.1109/21.259692
Sio, 2007, Malaria count: an image analysis-based program for the accurate determination of parasitemia, Journal of Microbiological Methods, 68, 11, 10.1016/j.mimet.2006.05.017
Tan, 2010, Study of normalocular thermogram using textural parameters, Infrared Physics & Technology, 53, 120, 10.1016/j.infrared.2009.10.006
Tan, 2009, Infrared thermography on ocular surface temperature: a review, Infrared Physics & Technology, 52, 97, 10.1016/j.infrared.2009.05.002
Tang, 1998, Texture information in run-lengths matrices, IEEE Transaction on Image Processing, 7, 1602, 10.1109/83.725367
Tangpukdee, 2009, Malaria diagnosis: a brief review, Korean Journal of Parasitology, 47, 93, 10.3347/kjp.2009.47.2.93
Tek, 2006, Malaria parasite detection in peripheral blood images
Thangavel, 2009, Removal of speckle noise from ultrasound medical image based on special filters: comparative study, ICGST-GVIP Journal, 9, 25
Toha, 2007, Computer Aided Medical Diagnosis for the Identification of Malaria Parasites, 521
WHO, 2010