TY - JOUR AU - Torre, L. A. AU - Bray, F. AU - Siegel, R. L. AU - Ferlay, J. AU - Lortet-tieulent, J. AU - Jemal, A. PY - 2015 DA - 2015// TI - Global cancer statistics, 2012 JO - CA A Cancer J Clin. VL - 65 UR - https://doi.org/10.3322/caac.21262 DO - 10.3322/caac.21262 ID - Torre2015 ER - TY - JOUR AU - Nakisige, C. AU - Schwartz, M. AU - Ndira, A. O. PY - 2017 DA - 2017// TI - Cervical cancer screening and treatment in Uganda JO - Gynecol Oncol Rep. VL - 20 UR - https://doi.org/10.1016/j.gore.2017.01.009 DO - 10.1016/j.gore.2017.01.009 ID - Nakisige2017 ER - TY - BOOK PY - 2013 DA - 2013// TI - WHO guidelines for screening and treatment of precancerous lesions for cervical cancer prevention PB - World Health Organization CY - Geneva ID - ref3 ER - TY - JOUR AU - Wiley, D. J. AU - Monk, B. J. AU - Masongsong, E. AU - Morgan, K. PY - 2004 DA - 2004// TI - Cervical cancer screening JO - Curr Oncol Rep. VL - 6 UR - https://doi.org/10.1007/s11912-004-0083-5 DO - 10.1007/s11912-004-0083-5 ID - Wiley2004 ER - TY - JOUR AU - Anorlu, R. I. PY - 2008 DA - 2008// TI - Cervical cancer: the sub-Saharan African perspective JO - Reprod Health Matters. VL - 16 UR - https://doi.org/10.1016/S0968-8080(08)32415-X DO - 10.1016/S0968-8080(08)32415-X ID - Anorlu2008 ER - TY - BOOK PY - 2011 DA - 2011// TI - Recent evidence on cervical cancer screening in low-resource settings PB - International Agency for Research on Cancer CY - Lyon ID - ref6 ER - TY - JOUR AU - Mabeya, H. AU - Khozaim, K. AU - Liu, T. AU - Orango, O. AU - Chumba, D. AU - Pisharodi, L. PY - 2012 DA - 2012// TI - Comparison of conventional cervical cytology versus visual inspection with acetic acid among human immunodeficiency virus-infected women in Western Kenya JO - J Low Genit Tract Dis. VL - 16 UR - https://doi.org/10.1097/LGT.0b013e3182320f0c DO - 10.1097/LGT.0b013e3182320f0c ID - Mabeya2012 ER - TY - JOUR AU - Bengtsson, E. AU - Malm, P. PY - 2014 DA - 2014// TI - Screening for cervical cancer using automated analysis of PAP-smears JO - Comput Math Methods Med. VL - 2014 UR - https://doi.org/10.1155/2014/842037 DO - 10.1155/2014/842037 ID - Bengtsson2014 ER - TY - JOUR AU - Duanggate, C. AU - Duanggate, C. AU - Uyyanonvara, B. AU - Uyyanonvara, B. AU - Koanantakul, T. AU - Koanantakul, T. PY - 2008 DA - 2008// TI - A review of image analysis and pattern classification techniques for automatic pap smear screening process JO - Public Health. VL - 1 ID - Duanggate2008 ER - TY - STD TI - William W, Ware A, Basaza-Ejiri AH, Obungoloch J. A review of image analysis and machine learning techniques for automated cervical cancer screening from pap-smear images. Comput Methods Programs Biomed. 2018;164:15–22. https://www.sciencedirect.com/science/article/pii/S0169260717307459?via%3Dihub. Accessed 4 Oct 2018. UR - https://www.sciencedirect.com/science/article/pii/S0169260717307459%3fvia%253Dihub ID - ref10 ER - TY - JOUR AU - Tench, W. D. PY - 2002 DA - 2002// TI - Validation of AutoPap® Primary screening system sensitivity and high-risk performance JO - Acta Cytol. VL - 46 UR - https://doi.org/10.1159/000326725 DO - 10.1159/000326725 ID - Tench2002 ER - TY - JOUR AU - Bergeron, C. AU - Masseroli, M. AU - Ghezi, A. AU - Lemarie, A. AU - Mango, L. AU - Koss, L. G. PY - 2000 DA - 2000// TI - Quality control of cervical cytology in high-risk women: PAPNET system compared with manual rescreening JO - Acta Cytol. VL - 44 UR - https://doi.org/10.1159/000326353 DO - 10.1159/000326353 ID - Bergeron2000 ER - TY - JOUR AU - Diacumakos, E. G. AU - Day, E. AU - Kopac, M. J. PY - 1962 DA - 1962// TI - Exfoliated cell studies and the cytoanalyzer JO - Ann N Y Acad Sci. VL - 97 UR - https://doi.org/10.1111/j.1749-6632.1962.tb34660.x DO - 10.1111/j.1749-6632.1962.tb34660.x ID - Diacumakos1962 ER - TY - JOUR AU - Tanaka, N. AU - Ueno, T. AU - Ikeda, H. AU - Ishikawa, A. AU - Yamauchi, K. AU - Okamoto, Y. PY - 1987 DA - 1987// TI - CYBEST Model 4. Automated cytologic screening system for uterine cancer utilizing image analysis processing JO - Anal Quant Cytol Histol. VL - 9 ID - Tanaka1987 ER - TY - JOUR AU - Zahniser, D. J. AU - Oud, P. S. AU - Raaijmakers, M. C. T. AU - Vooys, G. P. AU - Walle, R. T. PY - 1980 DA - 1980// TI - Field test results using the bioPEPR cervical smear prescreening system JO - Cytometry. VL - 1 UR - https://doi.org/10.1002/cyto.990010305 DO - 10.1002/cyto.990010305 ID - Zahniser1980 ER - TY - JOUR AU - Erhardt, R. AU - Reinhardt, E. R. AU - Schlipf, W. AU - Bloss, W. H. PY - 1980 DA - 1980// TI - FAZYTAN: a system for fast automated cell segmentation, cell image analysis and feature extraction based on TV-image pickup and parallel processing JO - Anal Quant Cytol. VL - 2 ID - Erhardt1980 ER - TY - JOUR AU - Chivukula, M. AU - Saad, R. S. AU - Elishaev, E. AU - White, S. AU - Mauser, N. AU - Dabbs, D. J. PY - 2007 DA - 2007// TI - Introduction of the Thin Prep Imaging System™ (TIS): experience in a high volume academic practice JO - Cyto J. VL - 4 ID - Chivukula2007 ER - TY - JOUR AU - Kardos, T. F. PY - 2004 DA - 2004// TI - The FocalPoint system: FocalPoint slide profiler and FocalPoint GS JO - Cancer. VL - 102 UR - https://doi.org/10.1002/cncr.20720 DO - 10.1002/cncr.20720 ID - Kardos2004 ER - TY - JOUR AU - Su, J. AU - Xu, X. AU - He, Y. AU - Song, J. PY - 2016 DA - 2016// TI - Automatic detection of cervical cancer cells by a two-level cascade classification system JO - Anal Cell Pathol VL - 2016 UR - https://doi.org/10.1155/2016/9535027 DO - 10.1155/2016/9535027 ID - Su2016 ER - TY - STD TI - Sharma M, Kumar Singh S, Agrawal P, Madaan V. Classification of clinical dataset of cervical cancer using KNN. Indian J Sci Technol. 2016;9(28). http://www.indjst.org/index.php/indjst/article/view/98380. UR - http://www.indjst.org/index.php/indjst/article/view/98380 ID - ref20 ER - TY - STD TI - Kumar R, Srivastava R, Srivastava S. Detection and Classification of cancer from microscopic biopsy images using clinically significant and biologically interpretable features. J Med Eng. 2015;2015:1–14. http://www.hindawi.com/journals/jme/2015/457906/. UR - http://www.hindawi.com/journals/jme/2015/457906/ ID - ref21 ER - TY - JOUR AU - Chankong, T. AU - Theera-Umpon, N. AU - Auephanwiriyakul, S. PY - 2014 DA - 2014// TI - Automatic cervical cell segmentation and classification in Pap smears JO - Comput Methods Programs Biomed VL - 113 UR - https://doi.org/10.1016/j.cmpb.2013.12.012 DO - 10.1016/j.cmpb.2013.12.012 ID - Chankong2014 ER - TY - JOUR AU - Talukdar, J. AU - Nath, C. K. AU - Talukdar, P. H. PY - 2013 DA - 2013// TI - 2013-Fuzzy clustering based image segmentation of pap smear images of cervical cancer cell using FCM algorithm JO - Markers. VL - 3 ID - Talukdar2013 ER - TY - JOUR AU - Journal, I. AU - Applications, C. AU - Bangalore-, T. PY - 2012 DA - 2012// TI - Papsmear image based detection of cervical cancer JO - Int J Comput Appl VL - 45 ID - Journal2012 ER - TY - JOUR AU - Ampazis, N. AU - Dounias, G. AU - Jantzen, J. PY - 2004 DA - 2004// TI - Pap-smear classification using efficient second order neural network training algorithms JO - Lect Notes Artif Intell. VL - 3025 ID - Ampazis2004 ER - TY - JOUR AU - Sankaranarayanan, R. PY - 2014 DA - 2014// TI - Screening for cancer in low- and middle-income countries JO - Ann of Glob Health. VL - 80 UR - https://doi.org/10.1016/j.aogh.2014.09.014 DO - 10.1016/j.aogh.2014.09.014 ID - Sankaranarayanan2014 ER - TY - JOUR AU - Arganda-Carreras, I. AU - Kaynig, V. AU - Rueden, C. AU - Eliceiri, K. W. AU - Schindelin, J. AU - Cardona, A. PY - 2017 DA - 2017// TI - Trainable Weka Segmentation: a machine learning tool for microscopy pixel classification JO - Bioinformatics VL - 33 UR - https://doi.org/10.1093/bioinformatics/btx180 DO - 10.1093/bioinformatics/btx180 ID - Arganda-Carreras2017 ER - TY - JOUR AU - Mafarja, M. M. AU - Mirjalili, S. PY - 2017 DA - 2017// TI - Hybrid Whale Optimization Algorithm with simulated annealing for feature selection JO - Neurocomputing. VL - 260 UR - https://doi.org/10.1016/j.neucom.2017.04.053 DO - 10.1016/j.neucom.2017.04.053 ID - Mafarja2017 ER - TY - JOUR AU - Fryback, D. G. AU - Thornbury, J. R. PY - 1991 DA - 1991// TI - The efficacy of diagnostic imaging JO - Med Decis Mak. VL - 11 UR - https://doi.org/10.1177/0272989X9101100203 DO - 10.1177/0272989X9101100203 ID - Fryback1991 ER - TY - STD TI - Jantzen J, Norup J, Dounias G, Bjerregaard B. Pap-smear benchmark data for pattern classification. In: Proc NiSIS 2005 Nat inspired Smart Inf Syst. 2005. p. 1–9. ID - ref30 ER - TY - STD TI - Norup J. Classification of Pap-smear data by transductive neuro-fuzzy methods. Master’s thesis, Tech Univ Denmark Oersted-DTU. 2005;71. ID - ref31 ER - TY - STD TI - Benitez-Garcia G, Olivares-Mercado J, Aguilar-Torres G, Sanchez-Perez G, Perez-Meana H. Face identification based on contrast limited adaptive histogram equalization (CLAHE). In: Mech Electr Eng Sch Natl Polytech Inst Mex. 2012. ID - ref32 ER - TY - JOUR AU - Joseph, J. AU - Sivaraman, J. AU - Periyasamy, R. AU - Simi, V. R. PY - 2017 DA - 2017// TI - An objective method to identify optimum clip-limit and histogram specification of contrast limited adaptive histogram equalization for MR images JO - Biocybern Biomed Eng. VL - 37 UR - https://doi.org/10.1016/j.bbe.2016.11.006 DO - 10.1016/j.bbe.2016.11.006 ID - Joseph2017 ER - TY - JOUR AU - Kanan, C. AU - Cottrell, G. W. PY - 2012 DA - 2012// TI - Color-to-grayscale: does the method matter in image recognition? JO - PLoS ONE. VL - 7 UR - https://doi.org/10.1371/journal.pone.0029740 DO - 10.1371/journal.pone.0029740 ID - Kanan2012 ER - TY - JOUR AU - Zur Hausen, H. PY - 2002 DA - 2002// TI - Papillomaviruses and cancer: from basic studies to clinical application JO - Nat Rev Cancer. VL - 5 UR - https://doi.org/10.1038/nrc798 DO - 10.1038/nrc798 ID - Zur Hausen2002 ER - TY - JOUR AU - Wentzensen, N. AU - Knebel, D. o. e. b. e. r. i. t. z. M. PY - 2007 DA - 2007// TI - Biomarkers in cervical cancer screening JO - Dis Mark. VL - 23 UR - https://doi.org/10.1155/2007/678793 DO - 10.1155/2007/678793 ID - Wentzensen2007 ER - TY - JOUR AU - Bartyzel, K. PY - 2016 DA - 2016// TI - Adaptive Kuwahara filter JO - Signal Image Video Process. VL - 10 UR - https://doi.org/10.1007/s11760-015-0791-3 DO - 10.1007/s11760-015-0791-3 ID - Bartyzel2016 ER - TY - JOUR AU - Francis, J. J. AU - Jager, G. PY - 2005 DA - 2005// TI - The bilateral median filter JO - SAIEE Afr Res J. VL - 96 ID - Francis2005 ER - TY - JOUR AU - Biswas, S. AU - Ghoshal, D. PY - 2016 DA - 2016// TI - Blood cell detection using thresholding estimation based watershed transformation with Sobel filter in frequency domain JO - Procedia Comput Sci. VL - 89 UR - https://doi.org/10.1016/j.procs.2016.06.029 DO - 10.1016/j.procs.2016.06.029 ID - Biswas2016 ER - TY - STD TI - Tankyevych O, Talbot H, Dokladal P. Curvilinear morpho-Hessian filter. In: 2008 5th IEEE international symposium on biomedical imaging: from nano to macro, proceedings, ISBI. 2008. p. 1011–4. ID - ref40 ER - TY - STD TI - Chang SY, Morgan N. Robust CNN-based speech recognition with Gabor filter kernels. In: Proceedings of the annual conference of the international speech communication association, INTERSPEECH. 2014. ID - ref41 ER - TY - JOUR AU - Comaniciu, D. AU - Meer, P. PY - 2002 DA - 2002// TI - Mean shift: a robust approach toward feature space analysis JO - IEEE Trans Pattern Anal Mach Intell. VL - 24 UR - https://doi.org/10.1109/34.1000236 DO - 10.1109/34.1000236 ID - Comaniciu2002 ER - TY - JOUR AU - Malm, P. AU - Balakrishnan, B. N. AU - Sujathan, V. K. AU - Kumar, R. AU - Bengtsson, E. PY - 2013 DA - 2013// TI - Debris removal in Pap-smear images JO - Comput Methods Programs Biomed. VL - 111 UR - https://doi.org/10.1016/j.cmpb.2013.02.008 DO - 10.1016/j.cmpb.2013.02.008 ID - Malm2013 ER - TY - JOUR AU - Blaschke, T. PY - 2010 DA - 2010// TI - Object based image analysis for remote sensing JO - ISPRS J Photogrammetry Remote Sens. VL - 65 UR - https://doi.org/10.1016/j.isprsjprs.2009.06.004 DO - 10.1016/j.isprsjprs.2009.06.004 ID - Blaschke2010 ER - TY - STD TI - Slack JMW. Molecular biology of the cell. In: Principles of tissue engineering. 4th ed. 2013. ID - ref45 ER - TY - STD TI - Zhang D, Lu G. Generic Fourier descriptor for shape-based image retrieval. In: Proceedings—2002 IEEE international conference on multimedia and expo, ICME 2002. 2002. p. 425–428. ID - ref46 ER - TY - JOUR AU - Montero, R. PY - 2009 DA - 2009// TI - State of the art of compactness and circularity measures JO - Int Math Forum. VL - 4 ID - Montero2009 ER - TY - STD TI - Henry W. Texture analysis methods for medical image characterisation. In: Biomedical imaging. 2010. ID - ref48 ER - TY - JOUR AU - Kim, W. Y. AU - Kim, Y. S. PY - 2000 DA - 2000// TI - Region-based shape descriptor using Zernike moments JO - Signal Process Image Commun. VL - 16 UR - https://doi.org/10.1016/S0923-5965(00)00019-9 DO - 10.1016/S0923-5965(00)00019-9 ID - Kim2000 ER - TY - STD TI - Martin E, Jantzen J. Pap-Smear Classi cation. Master’s thesis, Tech Univ Denmark Oersted-DTU. 2003. ID - ref50 ER - TY - JOUR AU - Das, S. PY - 2001 DA - 2001// TI - Filters, wrappers and a boosting-based hybrid for feature selection JO - Engineering. VL - 1 ID - Das2001 ER - TY - JOUR AU - Breiman, L. PY - 2001 DA - 2001// TI - Random forest JO - Mach Learn. VL - 45 UR - https://doi.org/10.1023/A:1010933404324 DO - 10.1023/A:1010933404324 ID - Breiman2001 ER - TY - BOOK AU - Busetti, F. PY - 2003 DA - 2003// TI - Simulated annealing overview PB - JP Morgan CY - Italy ID - Busetti2003 ER - TY - JOUR AU - Havens, T. C. AU - Bezdek, J. C. AU - Leckie, C. AU - Hall, L. O. AU - Palaniswami, M. PY - 2012 DA - 2012// TI - Fuzzy C-Means algorithms for very large data JO - IEEE Trans Fuzzy Syst. VL - 20 UR - https://doi.org/10.1109/TFUZZ.2012.2201485 DO - 10.1109/TFUZZ.2012.2201485 ID - Havens2012 ER - TY - JOUR AU - Roychowdhury, S. AU - Pedrycz, W. PY - 2001 DA - 2001// TI - A survey of defuzzification strategies JO - Int J Intell Syst. VL - 16 UR - https://doi.org/10.1002/int.1030 DO - 10.1002/int.1030 ID - Roychowdhury2001 ER - TY - JOUR AU - Stetco, A. AU - Zeng, X. J. AU - Keane, J. PY - 2015 DA - 2015// TI - Fuzzy C-means++: Fuzzy C-means with effective seeding initialization JO - Expert Syst Appl. VL - 42 UR - https://doi.org/10.1016/j.eswa.2015.05.014 DO - 10.1016/j.eswa.2015.05.014 ID - Stetco2015 ER - TY - JOUR AU - Opricovic, S. AU - Tzeng, G. -. H. PY - 2003 DA - 2003// TI - Defuzzification within a multicriteria decision model JO - Int J Uncertainty Fuzziness Knowl Based Syst VL - 11 UR - https://doi.org/10.1142/S0218488503002387 DO - 10.1142/S0218488503002387 ID - Opricovic2003 ER - TY - STD TI - Jaffar MA, Naveed N, Ahmed B, Hussain A, Mirza AM. Fuzzy C-means clustering with spatial information for color image segmentation. In: 2009 3rd international conference on electrical engineering, ICEE 2009. 2009. ID - ref58 ER - TY - STD TI - Le T, Altman T, Gardiner KJ. A probability based defuzzification method for fuzzy cluster partition. In: Proc Intl’Conf Artif Intell. 2012. p. 1038–43. ID - ref59 ER - TY - JOUR AU - Soto, J. AU - Flores-Sintas, A. AU - Palarea-Albaladejo, J. PY - 2008 DA - 2008// TI - Improving probabilities in a fuzzy clustering partition JO - Fuzzy Sets and Systems. VL - 159 UR - https://doi.org/10.1016/j.fss.2007.08.016 DO - 10.1016/j.fss.2007.08.016 ID - Soto2008 ER - TY - STD TI - Martin E, Jantzen J. Pap-smear classification. Master’s thesis, Technical University of Denmark: Oersted-DTU, Automation; 2003. ID - ref61 ER - TY - JOUR AU - Zhang, L. AU - Lu, L. AU - Nogues, I. AU - Summers, R. M. AU - Liu, S. AU - Yao, J. PY - 2017 DA - 2017// TI - DeepPap: deep convolutional networks for cervical cell classification JO - IEEE J Biomed Heal Informatics. VL - 21 UR - https://doi.org/10.1109/JBHI.2017.2705583 DO - 10.1109/JBHI.2017.2705583 ID - Zhang2017 ER - TY - JOUR AU - Marinakis, Y. AU - Dounias, G. AU - Jantzen, J. PY - 2009 DA - 2009// TI - Pap smear diagnosis using a hybrid intelligent scheme focusing on genetic algorithm based feature selection and nearest neighbor classification JO - Comput Biol Med VL - 39 UR - https://doi.org/10.1016/j.compbiomed.2008.11.006 DO - 10.1016/j.compbiomed.2008.11.006 ID - Marinakis2009 ER - TY - JOUR AU - Bora, K. AU - Chowdhury, M. AU - Mahanta, L. B. AU - Kundu, M. K. AU - Kumar Das, A. AU - Das, A. K. PY - 2017 DA - 2017// TI - Automated classification of pap smear image to detect cervical dysplasia JO - Comput Methods Programs Biomed. VL - 138 UR - https://doi.org/10.1016/j.cmpb.2016.10.001 DO - 10.1016/j.cmpb.2016.10.001 ID - Bora2017 ER - TY - JOUR AU - Arganda-carreras, I. AU - Kaynig, V. AU - Schindelin, J. AU - Cardona, A. AU - Seung, H. S. PY - 2016 DA - 2016// TI - Trainable Weka Segmentation : a machine learning tool for microscopy image segmentation JO - Bioinformatics. VL - 33 UR - https://doi.org/10.1093/bioinformatics/btx180 DO - 10.1093/bioinformatics/btx180 ID - Arganda-carreras2016 ER - TY - JOUR AU - Taguchi, M. AU - Hirokawa, S. AU - Yasuda, I. AU - Tokuda, K. AU - Adachi, Y. PY - 2017 DA - 2017// TI - Microstructure detection by advanced image processing JO - Tetsu-to-Hagane. VL - 103 UR - https://doi.org/10.2355/tetsutohagane.TETSU-2016-072 DO - 10.2355/tetsutohagane.TETSU-2016-072 ID - Taguchi2017 ER - TY - STD TI - Maiora J, Graña M. Abdominal CTA image analisys through active learning and decision random forests: application to AAA segmentation. In: Proceedings of the international joint conference on neural networks. 2012. ID - ref67 ER - TY - STD TI - Lamond AI, Ly T, Hutten S, Nicolas A. The nucleolus. In: Encyclopedia of cell biology. 2015. ID - ref68 ER -