From: Prediction of lipomatous soft tissue malignancy on MRI: comparison between machine learning applied to radiomics and deep learning
Dataset
Classifier
Sensitivity (%)
Specificity (%)
AUC
Images
ResNet50
92
24
0.64
Radiomics
LR
1
0
0.50
SVM
70
32
0.47
RF
64
68
0.71
GB
67
0.70
Radiomics with batch correction
0.07
0.54
47
57
0.48
53
86
0.75
97
61
0.80