Deep Learning Models for Medical Imaging (häftad)
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Format
E-bok
Filformat
EPUB med LCP-kryptering (0.0 MB)
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Kan laddas ned under 24 månader, dock max 6 gånger.
Språk
Engelska
Antal sidor
170
Utgivningsdatum
2021-09-07
Förlag
Elsevier Science
ISBN
9780128236505

Deep Learning Models for Medical Imaging E-bok

av Kc Santosh, Nibaran Das, Swarnendu Ghosh
E-bok (LCP),  Engelska, 2021-09-07
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Deep Learning Models for Medical Imaging explains the concepts of Deep Learning (DL) and its importance in medical imaging and/or healthcare using two different case studies: a) cytology image analysis and b) coronavirus (COVID-19) prediction, screening, and decision-making, using publicly available datasets in their respective experiments. Of many DL models, custom Convolutional Neural Network (CNN), ResNet, InceptionNet and DenseNet are used. The results follow 'with' and 'without' transfer learning (including different optimization solutions), in addition to the use of data augmentation and ensemble networks. DL models for medical imaging are suitable for a wide range of readers starting from early career research scholars, professors/scientists to industrialists. - Provides a step-by-step approach to develop deep learning models- Presents case studies showing end-to-end implementation (source codes: available upon request)

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