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ResNet-50 single task baseline hyperparameters #5

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zergzzlun opened this issue Dec 9, 2020 · 7 comments
Closed

ResNet-50 single task baseline hyperparameters #5

zergzzlun opened this issue Dec 9, 2020 · 7 comments

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@zergzzlun
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Hi there, thank you for open-sourcing your amazing work.

I trained ResNet-50 single-task baseline for segmentation task using config file "configs/nyud/resnet50/semseg.yml". However, I can get at best 40.4 mIoU on NYUD-v2 dataset, which is lower than 43.9 reported in the survey. Can you please provide the hyperparameter used in the survey or some hint to reach 43.9 mIoU?

Thanks in advance.

@SimonVandenhende
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SimonVandenhende commented Dec 9, 2020

Hi. Thanks for the interest.
Please refer to issue #1 .
The results on NYUD were obtained using different augmentations, compared to the ones I opensourced here.
If the issue still persists, please contact me.
As promised in issue #1. I will work to integrate this into the code base this month, and try to opensource the pre-trained models.

@SimonVandenhende
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I am working to fix the issue this week.

@SimonVandenhende
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The issue should be fixed. Please refer to #1 for more information.

@zergzzlun
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The issue should be fixed. Please refer to #1 for more information.

Many thanks.

@zergzzlun
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The issue should be fixed. Please refer to #1 for more information.

It seems the correct version of NYUDv2 dataset cannot be downloaded right now. The URL is '/TO/BE/DEFINED/' in the new version of dataloader: link.

@SimonVandenhende
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Should be fixed now. I forgot to commit the latest change to download the data automatically.
Sorry for the inconvenience.

@zergzzlun
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Should be fixed now. I forgot to commit the latest change to download the data automatically.
Sorry for the inconvenience.

Thanks for the update.

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