Gan_critic in GAN of lesson 7 can not classify well

the training loss and validation loss did not decrease and kept around 0.69, can anyone please tell me the reason why is this happening and how to solve it? Thanks!!!
I am doubting it is because the data is not enough, but Resnet34 can classify well. It is