메뉴 건너뛰기




Volumn 42, Issue 2, 2009, Pages 296-307

A semi-automatic method for quantification and classification of erythrocytes infected with malaria parasites in microscopic images

Author keywords

Automatic quantification; Cell classification; Class imbalance; Classifier evaluation; Clump splitting; Connected operators; Feature extraction; Inclusion Tree; Life stage classification; Machine learning; Malaria parasites; Multi class classifiers; Pixel color classification; Plasmodium falciparum

Indexed keywords

AUTOMATIC QUANTIFICATION; CELL CLASSIFICATION; CLASS IMBALANCE; CLASSIFIER EVALUATION; CLUMP SPLITTING; CONNECTED OPERATORS; LIFE STAGE CLASSIFICATION; MACHINE LEARNING; MALARIA PARASITES; MULTI-CLASS CLASSIFIERS; PIXEL COLOR CLASSIFICATION; PLASMODIUM FALCIPARUM;

EID: 62149118688     PISSN: 15320464     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jbi.2008.11.005     Document Type: Article
Times cited : (183)

References (31)
  • 1
    • 1842486672 scopus 로고    scopus 로고
    • The origin of malaria: mixed messages from genetic diversity
    • Hartl D. The origin of malaria: mixed messages from genetic diversity. Nat Rev Microbiol 2 (2004) 15-22
    • (2004) Nat Rev Microbiol , vol.2 , pp. 15-22
    • Hartl, D.1
  • 2
    • 27944474130 scopus 로고    scopus 로고
    • Organization WH, UNICEF, World Health Organization and UNICEF;
    • Organization WH, UNICEF. World Malaria Report. World Health Organization and UNICEF; 2005.
    • (2005) World Malaria Report
  • 3
    • 0017311840 scopus 로고
    • Human malaria parasites in continuous culture
    • Trager W., and Jensen J. Human malaria parasites in continuous culture. Science 193 (1976) 673-675
    • (1976) Science , vol.193 , pp. 673-675
    • Trager, W.1    Jensen, J.2
  • 5
  • 6
    • 62149084613 scopus 로고    scopus 로고
    • The reliability of blood film examination for malaria at the peripheral health unit
    • Mitiku K., Mengistu G., and Gelaw B. The reliability of blood film examination for malaria at the peripheral health unit. Trop Med Int Health 5 (2000) 3-8
    • (2000) Trop Med Int Health , vol.5 , pp. 3-8
    • Mitiku, K.1    Mengistu, G.2    Gelaw, B.3
  • 7
    • 27744504306 scopus 로고    scopus 로고
    • Ljungstrom I, Perlmann H, Schichtherle M, Scherf A, Wahlgen M, editors
    • Ljungstrom I, Perlmann H, Schichtherle M, Scherf A, Wahlgen M, editors. Methods in Malaria Research 2004.
    • (2004) Methods in Malaria Research
  • 8
    • 0024213148 scopus 로고    scopus 로고
    • Use and limitations of light microscopy for diagnosing malaria at the primary health care level
    • Payne D. Use and limitations of light microscopy for diagnosing malaria at the primary health care level. Bull World Health Organ 66 (1998) 521-526
    • (1998) Bull World Health Organ , vol.66 , pp. 521-526
    • Payne, D.1
  • 9
    • 62149147677 scopus 로고    scopus 로고
    • Reliability of malaria microscopy in epidemiological studies: results of quality control
    • Kilian A.H., Metzger W.G., Mutschelknauss E.J., and Kabagambe G. Reliability of malaria microscopy in epidemiological studies: results of quality control. Ethiop J Health Dev 17 3 (2003) 197-204
    • (2003) Ethiop J Health Dev , vol.17 , Issue.3 , pp. 197-204
    • Kilian, A.H.1    Metzger, W.G.2    Mutschelknauss, E.J.3    Kabagambe, G.4
  • 11
    • 0036467949 scopus 로고    scopus 로고
    • Analysis of infected blood cell images using morphological operators
    • Ruberto C.D., Dempster A., Khan S., and Jarra B. Analysis of infected blood cell images using morphological operators. Image Vision Comput 20 (2002) 133-146
    • (2002) Image Vision Comput , vol.20 , pp. 133-146
    • Ruberto, C.D.1    Dempster, A.2    Khan, S.3    Jarra, B.4
  • 14
    • 33745478313 scopus 로고    scopus 로고
    • Automated image processing method for the diagnosis and classification of malaria on thin blood smears
    • Ross N.E., Pritchard C.J., Rubin D.M., and Dusé A.G. Automated image processing method for the diagnosis and classification of malaria on thin blood smears. Med Biol Eng Comput 44 (2006) 427-436
    • (2006) Med Biol Eng Comput , vol.44 , pp. 427-436
    • Ross, N.E.1    Pritchard, C.J.2    Rubin, D.M.3    Dusé, A.G.4
  • 15
    • 33846018423 scopus 로고    scopus 로고
    • MalariaCount: an image analysis-based program for the accurate determinationof parasitemia
    • Sio S., Sun W., Kumar S., Bin W.Z., Tan S.S., Ong S.H., et al. MalariaCount: an image analysis-based program for the accurate determinationof parasitemia. Microbiol Methods (2007) 68
    • (2007) Microbiol Methods , pp. 68
    • Sio, S.1    Sun, W.2    Kumar, S.3    Bin, W.Z.4    Tan, S.S.5    Ong, S.H.6
  • 16
    • 0033751041 scopus 로고    scopus 로고
    • Fast computation of a contrast-invariant image representation
    • Monasse P., and Guichard F. Fast computation of a contrast-invariant image representation. IEEE Trans Image Process 9 (2000) 860-872
    • (2000) IEEE Trans Image Process , vol.9 , pp. 860-872
    • Monasse, P.1    Guichard, F.2
  • 17
  • 18
    • 62149094827 scopus 로고    scopus 로고
    • Infected cell identification in thin blood images based on color pixel classification: comparison and analysis
    • Diaz G., Gonzalez F.A., and Romero E. Infected cell identification in thin blood images based on color pixel classification: comparison and analysis. Prog Pattern Recogn Image Anal Appl (2007) 4756
    • (2007) Prog Pattern Recogn Image Anal Appl , pp. 4756
    • Diaz, G.1    Gonzalez, F.A.2    Romero, E.3
  • 19
    • 0032785922 scopus 로고    scopus 로고
    • Connected morphological operators for binary images
    • Heijmans H.J.A.M. Connected morphological operators for binary images. Comput Vis Image Understand: CVIU 73 1 (1999) 99-120
    • (1999) Comput Vis Image Understand: CVIU , vol.73 , Issue.1 , pp. 99-120
    • Heijmans, H.J.A.M.1
  • 20
    • 17444408170 scopus 로고    scopus 로고
    • Multiscale connected operators
    • Braga-Neto U. Multiscale connected operators. J Math Imag Vis 22 (2005) 199-216
    • (2005) J Math Imag Vis , vol.22 , pp. 199-216
    • Braga-Neto, U.1
  • 21
    • 1942438249 scopus 로고    scopus 로고
    • Simultaneous Truth and Performance Level Estimation (STAPLE): An Algorithm for the Validation of Image Segmentation
    • Warfield S.K., Zou K.H., and Wells W.M. Simultaneous Truth and Performance Level Estimation (STAPLE): An Algorithm for the Validation of Image Segmentation. IEEE Trans Med Imaging 23 (2004) 903-921
    • (2004) IEEE Trans Med Imaging , vol.23 , pp. 903-921
    • Warfield, S.K.1    Zou, K.H.2    Wells, W.M.3
  • 22
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the EM algorithm
    • Dempster A., Laird N., and Rubin D. Maximum likelihood from incomplete data via the EM algorithm. J R Stat Soc 39 (1977) 1-38
    • (1977) J R Stat Soc , vol.39 , pp. 1-38
    • Dempster, A.1    Laird, N.2    Rubin, D.3
  • 24
    • 0018200258 scopus 로고
    • Textural features corresponding to visual perception
    • Tamura H., Mori S., and Yamawaki T. Textural features corresponding to visual perception. IEEE Trans Syst Man Cyb 8 (1978) 460-472
    • (1978) IEEE Trans Syst Man Cyb , vol.8 , pp. 460-472
    • Tamura, H.1    Mori, S.2    Yamawaki, T.3
  • 29
    • 33646421421 scopus 로고    scopus 로고
    • Evaluation of classifiers for an uneven class distribution problem
    • Daskalaki S., Kopanas I., and Avouris N. Evaluation of classifiers for an uneven class distribution problem. Appl Artif Intell 20 (2006) 381-417
    • (2006) Appl Artif Intell , vol.20 , pp. 381-417
    • Daskalaki, S.1    Kopanas, I.2    Avouris, N.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.