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Dual Stage Normalization Approach Towards Classification of Breast Cancer
M. A. Aswathy,Jagannath Mohan +1 more
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The objective of the study was to establish a histopathological basis for the prognosis of breast cancer in women with a history of atypical mastectomy and establish a standard of care for such cancer.Abstract:
Breast cancer is a major concern among women that causes high risk of death. Early diagnosis of such cancer becomes challenging due to alterations in the color of the histopathological breast image...read more
Citations
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Multi-Deep CNN based Experimentations for Early Diagnosis of Breast Cancer
TL;DR: In this article , the authors examined a modern Computer-Aided Diagnosis (CAD) framework that uses DL to extract features and classify them for aiding radiologists in breast cancer diagnosis.
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A stain color normalization with robust dictionary learning for breast cancer histological images processing
Thaina Aparecida Azevedo Tosta,A. D. Freitas,Paulo Rogério de Faria,Leandro Alves Neves,Alessandro Santana Martins,Marcelo Zanchetta do Nascimento +5 more
TL;DR: In this paper , the color appearance matrices and density maps of the stain were estimated to improve the color estimation of histological images, and a method for normalizing hematoxylin and eosin-stained histology images was proposed.
References
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Journal ArticleDOI
Adversarial Stain Transfer for Histopathology Image Analysis
Aïcha BenTaieb,Ghassan Hamarneh +1 more
TL;DR: A discriminative image analysis model equipped with a stain normalization component that transfers stains across datasets is designed, which achieves superior results in terms of accuracy and quality of normalized images compared to various baselines.
Journal ArticleDOI
Lost in Thought — The Limits of the Human Mind and the Future of Medicine
Ziad Obermeyer,Thomas H. Lee +1 more
TL;DR: The complexity of medicine now exceeds the capacity of the human mind, and computers are the solution, but using them to manage this complexity will require fundamental changes in the way the authors think about thinking, and in the structure of medical education and research.
Journal ArticleDOI
Breast cancer screening in developing countries
René Aloisio da Costa Vieira,Gabriele Biller,Gilberto Uemura,Carlos Alberto Ruiz,Maria Paula Curado +4 more
TL;DR: The identification of indicators of presentation at diagnosis will improve the reporting of methodologies used in developing countries and will allow us to evaluate improvements in public health related to breast cancer.
Journal ArticleDOI
Fractal analysis in the detection of colonic cancer images
TL;DR: The aim of this study was to investigate the value of fractal dimension in separating normal and cancerous images, and to examine the relationship between Fractal dimension and traditional texture analysis features.
Journal ArticleDOI
Original and reviewed nuclear grading according to the Fuhrman system: a multivariate analysis of 388 patients with conventional renal cell carcinoma.
Vincenzo Ficarra,Guido Martignoni,Guido Martignoni,Nicola Maffei,Matteo Brunelli,Giacomo Novara,Luisa Zanolla,Maurizio Pea,Walter Artibani +8 more
TL;DR: The reproducibility of the Fuhrman nuclear grading system was evaluated in a series of patients with conventional renal cell carcinoma (RCC) between 1986 and 2000 as mentioned in this paper.