Research Article

Breast Cancer Classification from Mammogram Images Using Extreme Learning Machine-Based DenseNet121 Model

Table 5

Performance measure results of the models with batch size 64.

ModelsNo. of iterationSpecificitySensitivityTraining accuracyTesting accuracyComputational time in minutes

VGG1910097.8198.0594.6391.64214.3589
MobileNet10098.6198.4794.9792.75202.2457
Xception10098.9398.8795.6594.24198.3321
ResNet50V210098.6498.4495.9594.67197.3123
InceptionV310010099.5796.2995.64187.3125
InceptionResNetV210098.6710096.6996.51171.2487
DenseNet20110098.6799.3597.2997.5168.4589
DenseNet12110099.3510098.4197.97164.5278
DenseNet121+ELM10099.4510099.3498.53163.8975