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raghakot / keras-resnet

Residual networks implementation using Keras-1.0 functional API
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which one make sense? #37

Open KevinYuk opened 7 years ago

KevinYuk commented 7 years ago

Hi,

I port the resnet18 model from caffe to keras. Test is on CIFAR10. The convergence curve is below. The accuracy has also reached ~84%. But the curve is strange. Does it make sense? image

And I have already recreate the keras-resnet here by CIFAR18: image

Thanks a lot.

raghakot commented 7 years ago

For the first one, it looks like it might be overfitting after epoch 30 ish... I would try lowering learning rate.

The second one looks better imo. Did you drop the learning rate around 45th epoch?