FCN-test/datas/data.md

原始数据

train(model_name='FCN8s', epo_num=50, show_vgg_params=False, loss_func='bce', optimizer='sgd', lr=0.02, momentum=0.7)

log1.txt
1.png epoch train loss = 0.016117, epoch test loss = 0.290732, Time 00:00:27

学习率对于FCN网络影响

train(model_name='FCN8s', epo_num=11, show_vgg_params=False, loss_func='bce', optimizer='sgd', lr=0.01, momentum=0.7)
train(model_name='FCN8s', epo_num=11, show_vgg_params=False, loss_func='bce', optimizer='sgd', lr=0.02, momentum=0.7)
train(model_name='FCN8s', epo_num=11, show_vgg_params=False, loss_func='bce', optimizer='sgd', lr=0.03, momentum=0.7)

log2.txt
1.png

epoch train loss = 0.066093, epoch test loss = 0.134848, Time 00:00:23 epoch train loss = 0.048717, epoch test loss = 0.110684, Time 00:00:23 epoch train loss = 0.047222, epoch test loss = 0.102705, Time 00:00:23