But when trained from scratch, the data may not be enough.
I have about 16418 images including 120 classes. Now I am training from scratch, I find my val loss decrease very slowly.
Finetuning: val_loss 4.0(after one epoch)
From scratch: val_loss 4.0(after ten epochs)