Pathology Image Classification Transfer Learning

Romeo Kienzler ( 1 s t n a m e . l a s t n a m e a t c h . i b m . c o m )

Maximilian Dargatz

Description

Using a pre-trained CNN classifier on ImageNet data we freeze some layers and continue training on pathology image data

Commands to run this example

wget https://raw.githubusercontent.com/IBM/coursera/master/coursera_ai/week4/patho_train.sh

wget https://raw.githubusercontent.com/IBM/coursera/master/coursera_ai/week4/patho_train.py

chmod 755 patho_train.sh

chmod 755 patho_train.py

python patho_train.py

Code and input data repositories for this example

Code: https://github.com/IBM/coursera/blob/master/coursera_ai/week4/

Data: http://www.andrewjanowczyk.com/deep-learning/ http://www.andrewjanowczyk.com/use-case-6-invasive-ductal-carcinoma-idc-segmentation/

Useful references

https://towardsdatascience.com/keras-transfer-learning-for-beginners-6c9b8b7143e