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Viac informácií o knihe An Optimal Multilevel Thresholding Based for Color Image Segmentation

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Nákupom získate 95 bodov

Anotácia knihy

Accurate diagnosis of breast cancer in histopathology images is challenging due to the heterogeneity of cancer cell growth as well as of a variety of benign breast tissue proliferative lesions. In this work, we propose a practical and self interpretable invasive cancer diagnosis solution. With minimum annotation information, the proposed method mines contrast patterns between normal and malignant images in unsupervised manner and generates a probability map of abnormalities to verify its reasoning. Particularly, a fully convolutional autoencoder is used to learn the dominant structural patterns among normal image patches. Patches that do not share the characteristics of this normal population are detected and analyzed by one-class support vector machine and 1-layer neural network. We apply the proposed method to a public breast cancer image set. Ourresults, in consultation with a senior pathologist, demonstrate that the proposed method outperforms existing methods. The obtained probability map could benefit the pathology practice by providing visualized verification data and potentially leads to a better understanding of data-driven diagnosis solutions.

Parametre knihy

Zaradenie knihy Knihy po nemecky Naturwissenschaften, Medizin, Informatik, Technik Technik Bau- und Umwelttechnik

• Celý názov: An Optimal Multilevel Thresholding Based for Color Image Segmentation
• Autor: Somnath Thigale
• Jazyk: Angličtina
• Väzba: Brožovaná
• Počet strán: 76
• EAN: 9786206767596
• ISBN: 6206767590
• ID: 44148956
• Nakladateľ: LAP LAMBERT Academic Publishing
• Hmotnosť: 131 g
• Rozmery: 220 × 150 × 5 mm
• Dátum vydania: 16. August 2023

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