Solved by mMagmer in post #2 
              
              
                Take a look at the original paper for more insight. 
For focal loss: 

" In practice α may be set by inverse class frequency or treated as a hyperparameter to set by cross validation" 

Also, your problem is not highly imbalance. You can use weighted cross entropy and get a good performance.