HEp-2 cell classification in IIF images using Shareboost

Proceedings - International Conference on Pattern Recognition

Volumn , Issue , 2012, Pages 3362-3365

  Ersoy, I ^a   Bunyak, F ^a   Peng, J ^b   Palaniappan, K ^a  

^a University of Missouri   (United States)

^b MONTCLAIR STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ANTINUCLEAR AUTO-ANTIBODIES; AUTOIMMUNE DISEASE; COMPLEMENTARY FEATURES; FEATURE DESCRIPTORS; FEATURE EXTRACTION AND CLASSIFICATION; FEATURE SETS; FLUORESCENCE STAINING; GRADIENT FEATURE; HEP-2 CELLS; HESSIAN MATRICES; INDIRECT IMMUNOFLUORESCENCE; LOCAL SHAPE; MULTI-VIEWS; NOISY LABELS; PATTERN VARIATION; RESAMPLING; STRUCTURE TENSORS; TEXTURE FEATURES;

CHEMICAL DETECTION; FEATURE EXTRACTION; FLUORESCENCE; OBJECT RECOGNITION;

DIAGNOSIS;

EID: 84874572947     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

1. E. Cordelli and P. Soda. Color to grayscale staining pattern representation in iif. In Computer-Based Medical Systems (CBMS), 2011 24th International Symposium on, pages 1-6, june 2011.
2. I. Ersoy, F. Bunyak, V. Chagin, C. Cardoso, and K. Palaniappan. Segmentation and classification of cell cycle phases in fluorescence imaging. Lecture Notes in Computer Science (MICCAI), 5762:617-624, 2009.
3. P. Foggia, G. Percannella, P. Soda, and M. Vento. Early experiences in mitotic cells recognition on hep-2 slides. In IEEE Symp Computer Based Medical Systems, pages 38-43, Oct. 2010.
4. A. Hafiane, G. Seetharaman, K. Palaniappan, and B. Zavidovique. Rotationally invariant hashing of median binary patterns for texture classification. In ICIAR, pages 619-629, 2008.
5. T.-Y. Hsieh, Y.-C. Huang, C.-W. Chung, and Y.-L. Huang. Hep-2 cell classification in indirect immunofluorescence image. In Proc. Int. Conf. Info., Comm. Sig. Processing, ICICS'09, pages 211-214, 2009.
6. S. Jaeger, K. Palaniappan, C. Casas-Delucchi, and M. Cardoso. Classification of cell cycle phases in 3d confocal microscopy using PCNA and chromocenter features. In Proc. of 7th Indian Conf. on Computer Vision, Graphics and Image Proc., pages 412-418, 2010.
7. S. Jaeger, K. Palaniappan, C. Casas-Delucchi, and M. Cardoso. Dual channel colocalization for cell cycle analysis using 3d confocal microscopy. In IEEE Int. Conf. Pattern Recognition, 2010.
8. S. K. Nath and K. Palaniappan. Adaptive robust structure tensors for orientation estimation and image segmentation. In Lecture Notes in Computer Science (ISVC), volume 3804 of ISVC'05, pages 445-453, 2005.
9. T. Ojala, M. Pietikainen, and T. Maenpaa. Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans. on PAMI, 24(7):971-987, jul 2002.
10. K. Palaniappan, F. Bunyak, P. Kumar, I. Ersoy, S. Jaeger, K. Ganguli, A. Haridas, J. Fraser, R. Rao, and G. Seetharaman. Efficient feature extraction and likelihood fusion for vehicle tracking in low frame rate airborne video. In Proceedings of the 13th Int. Conf. Information Fusion, Jul. 2010.
11. J. Peng, C. Barbu, G. Seetharaman, W. Fan, X. Wu, and K. Palaniappan. Shareboost: boosting for multi-view learning with performance guarantees. In Lecture Notes in Artificial Intelligence (ECML PKDD), volume 6912 of ECML PKDD'11, pages 597-612, 2011.
12. P. Perner, H. Perner, and B. Muller. Mining knowledge for hep-2 cell image classification. Artificial Intelligence in Medicine, 26(1-2):161-173, 2002.
13. U. Sack, S. Knoechner, H. Warschkau, U. Pigla, F. Emmrich, and M. Kamprad. Computer-assisted classification of hep-2 immunofluorescence patterns in autoimmune diagnostics. Autoimmunity Reviews, 2(5):298-304, 2003.
14. L. Shamir, N. Orlov, D. M. Eckley, T. Macura, J. Johnston, and I. G. Goldberg. Wndchrm - an open source utility for biological image analysis. Source code for biology and medicine, 3, 2008.
15. P. Soda. Early experiences in the staining pattern classification of hep-2 slides. In 20th Int. Symp. Computer Based Medical Systems, pages 219-224, june 2007.