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Hierarchy of machine learning.
Tables
Area Modalities Classification Detection Diagnosis Extraction Grading Identification Prediction Segmentation AI/ML Families Brain MRI, fMRI, PET, and DTI X X X DBN, SBM, CNN, and FCN Retinal Fundus X X DNN, FCN, cGAN, and SSD Chest X-ray, CT, and MRI X X X CNN, RCNN, U-NET, and DCNN Digital pathology H&E WSI X X X X U-NET, TCGA, and GRAG Breast Mammogram, MRI, US, and DBT X X CNN, cGAN, and U-NET Cardiac MRI X CNN, DNN, U-NET, and cGAN Abdominal CT, MRI, and endoscopic X X U-NET, CNN, and DNN Dermatology Dermascope and photograph X X X SLSNet and CNN Abbreviations: AI, artificial intelligence; cGAN, conditional generative adversarial network; CNN, convolutional neural networks; CT, computed tomography; DBN, deep belief networks; DBT, deep breast tomosynthesis; DCNN, deep CNN; DNN, deep neural network; DTI, diffusion tensor imaging; FCN, fully CNN; fMRI, functional MRI; H&E, hematoxylin and eosin; ML, machine learning; MRI, magnetic resonance imaging; PET, positron electron microscopy; RCNN, region-based CNN; SSD, single-shot multibox detector; TCGA, The Cancer Genome Atlas; US, ultrasonography; WSI, whole slide image.
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