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

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capsule-network capsnets classification-algorithm image-classification image-recognition cancer-detection lung-cancer-detection colon-cancer histopathology-images size-optimization

capsulenetwork_cancerclassification's Introduction

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

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