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DeepLab setting about eps HOT 3 CLOSED

VanHulk avatar VanHulk commented on May 24, 2024
DeepLab setting

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Comments (3)

halbielee avatar halbielee commented on May 24, 2024

Hello VanHulk!

We follow the code from deeplab-pytorch for the segmentation setting and we do not change anything except the hyperparameter for the training. Maybe it is because of the setting for the CRF. I

Please let me know the setting you used for the training and the performance of the pseudo-masks.
In this repo the trained network for EPS is not the one we used in the paper, so it can be the differernce.

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VanHulk avatar VanHulk commented on May 24, 2024

Hello halbielee!
I follow your code to generate the pseudo-masks without any change and the accuracy(mIOU) is 69.3%. Just now, I get the mIOU 70.5 after CRF(68.2% for val). Setting:DeepLab V2_resnet101 and other setting in voc12.yaml. So, the there is a mistack that i forget to use the CRF.

But I still have some problem.
1.In your paper,the mIOU using DeepLab V2 is 70.9% which is higher than mine. So , I wanna to konw your hyperparameter for the training deeplab-pytorch.
2.what your mean in last sentence'' the trained network for EPS is not the one we used in the paper''.So can you tell me the trained networks in papar.

Thanks your detailed explanation.

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halbielee avatar halbielee commented on May 24, 2024

The difference can be the pseudo-masks for training the segmentation network.

For the clearance, we provide you the pseudo-masks we used in the paper.
Here is the link.

Please train with the pseudo-masks we provide!

Thanks!!

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