Solved by JuanFMontesinos in post #2 
              
              
                Pretrained or resume is nothing but a convention. When you talk about pretrained, you usually refer to weights for an specific architecture trained on an specific dataset such that results are the best possible for that dataset/architecture. 
That’s why you talk about something pretrained on imagene…