Fig. 1

The proposed Cholangiocarcinoma smart diagnosis workflow consists of various image preprocessing techniques like resizing, normalization, enhancement, histogram and augmentation techniques like rotation, zoom, flipping, shearning and brightness. Then we have a finalized dataset for training the pretrained and proposed framework. After that, we evaluate the model