I am working on the project for Breast Cancer detection which will be based on your work, however the training for patch classifier produces bad result, loss and accuracy of train is good but the validation is really bad. Please see log file below
For now, I don't know what is happening with model training. Can you help me on this? Or give me the hints to fix problem
Thanks,
Hai
1556/1556 - 383s - loss: 0.4646 - accuracy: 0.8271 - val_loss: 1.2885 - val_accuracy: 0.6085 - 383s/epoch - 246ms/step
Epoch 9/15
WARNING:tensorflow:Can save best model only with val_acc available, skipping.
WARNING:tensorflow:Can save best model only with val_acc available, skipping.
1556/1556 - 377s - loss: 0.4358 - accuracy: 0.8375 - val_loss: 1.3163 - val_accuracy: 0.6052 - 377s/epoch - 242ms/step
Epoch 10/15
WARNING:tensorflow:Can save best model only with val_acc available, skipping.
WARNING:tensorflow:Can save best model only with val_acc available, skipping.
1556/1556 - 360s - loss: 0.4087 - accuracy: 0.8496 - val_loss: 1.3550 - val_accuracy: 0.6038 - 360s/epoch - 231ms/step
Epoch 11/15
WARNING:tensorflow:Can save best model only with val_acc available, skipping.
WARNING:tensorflow:Can save best model only with val_acc available, skipping.
1556/1556 - 369s - loss: 0.3828 - accuracy: 0.8582 - val_loss: 1.3358 - val_accuracy: 0.6178 - 369s/epoch - 237ms/step
Epoch 11: early stopping
Hi Dr. Li Shen,
I am working on the project for Breast Cancer detection which will be based on your work, however the training for patch classifier produces bad result, loss and accuracy of train is good but the validation is really bad. Please see log file below
The steps what I did
For now, I don't know what is happening with model training. Can you help me on this? Or give me the hints to fix problem
Thanks, Hai