/capsuleNetwork_cancerclassification

Image classification on lung and colon cancer histopathological images through Capsule Networks or CapsNets.

Primary LanguageJupyter Notebook

Performed image classification on lung and colon cancer histopathological images acquired on LC25000 dataset through Capsule networks. CapsNets is a concept introduced by Geoffrey Hinton. Capsule networks are a type of ANNs that can be used to better model hierarchical relationships.

The histopathological images appear as below: ImagesWithRGBChannels

Through Capsule network, the accuracy in identifying the correct class is close to 95%. Please refer to the metrics below.

metrics1 metrics2