I not try to overfit a small data sample, yes ,I only change network Network structure, The rest of the steps are not changed, when i use deeplabv1 ( Code reproduced by others ) to training, it can segmentation image. but I use resnet18 (Code reproduced by me) ,it not work, so I think reproduced code have error !