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Computational and Mathematical Methods in Medicine
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Computational and Mathematical Methods in Medicine
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2022
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Article
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Tab 11
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Research Article
ColoRectalCADx: Expeditious Recognition of Colorectal Cancer with Integrated Convolutional Neural Networks and Visual Explanations Using Mixed Dataset Evidence
Table 11
Comparison of Grad-CAM images with CNN algorithms.
Dataset
Images in dataset
Classes in dataset
CNN architecture
Grad-CAM output obtained
Grad-CAM
Polyp
Prediction
Mixed dataset
19,621
24
VGG16
Yes
High
VGG19
Yes
Moderate
ResNet50
Yes
Moderate to high
DenseNet201
Yes
Very high
EfficientNetB7
Yes
Low