Debug

Have you trained the network for four rounds? And each round should load the model trained on the previous round excepted that for the first round, ImageNet-pretrained should be loaded.

Sorry for the late replay. I believe the problem should be caused by the first three rounds of training (base stages). You can download the trained model (after three rounds...