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reproduce the baseline (ResNet) performance

Open seominseok0429 opened this issue 5 years ago • 7 comments

I want to reproduce the baseline (ResNet) performance of table 1 in your paper(AdaptSegNet), can you share the same parameters as iteration? please.

For example, in the code, iteration is 250,000, but the amount of GTA5 dataset is about 25000. So, is it really true that about 10 epochs with only 10 learning per image?

seominseok0429 avatar May 26 '20 04:05 seominseok0429

Were you able to reproduce the baseline results? I tried with the same hyper-parameters indicated in the supplementary material but sill no luck. I can reach at most 25% in terms of mIoU on the Cityscapes validation set. Can you share the weights maybe? thanks.

adricarda avatar Jun 09 '20 13:06 adricarda

@adricarda Same question. Have you solved it successfully? I have trained the Seg model source only and got ~24-25 mIoU accuracy. Thanks.

chinacui avatar Jul 06 '20 06:07 chinacui

Were you able to reproduce the baseline results? I tried with the same hyper-parameters indicated in the supplementary material but sill no luck. I can reach at most 25% in terms of mIoU on the Cityscapes validation set. Can you share the weights maybe? thanks.

The hyperparameters were all the same. But we run 12 epochs. It is like 30000 iterations.

seominseok0429 avatar Jul 06 '20 09:07 seominseok0429

@adricarda Same question. Have you solved it successfully? I have trained the Seg model source only and got ~24-25 mIoU accuracy. Thanks.

The hyperparameters were all the same. But we run 12 epochs. It is like 30000 iterations.

seominseok0429 avatar Jul 06 '20 09:07 seominseok0429

Please make sure that the pre-trained weight is successfully loaded (it also happened to us that the performance could drop to 2x if not doing so). Normally, the model should have 3x IoU in 10k iterations.

wasidennis avatar Jul 06 '20 18:07 wasidennis

I'll share our code. (soon)

seominseok0429 avatar Jul 07 '20 10:07 seominseok0429

I'll share our code. (soon)

I have the same question for reproducing. Is there anyone who can share the weights maybe?thanks.

VE-yyq avatar Dec 10 '20 13:12 VE-yyq