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XiaofeiWang2018 avatar XiaofeiWang2018 commented on July 23, 2024

Thanks for your attention. A good question. In fact, you can train as many epoches as you wish till the model converges to the preferred performance. So, definitely 30000 is an option, but not mandatory.

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XiaofeiWang2018 avatar XiaofeiWang2018 commented on July 23, 2024

Thanks for your attention. A good question. In fact, you can train as many epoches as you wish till the model converges to the preferred performance. So, definitely 30000 is an option, but not mandatory.

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QueenZK520 avatar QueenZK520 commented on July 23, 2024

I also want to know have you done any preprocessing for original images in DDR. I see that you load data from the folder named img_after2.

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QueenZK520 avatar QueenZK520 commented on July 23, 2024

I find that I get very low IOU in each lesion, especially in MA.
May you share with me the value of IOU or DICE you get with your method.

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XiaofeiWang2018 avatar XiaofeiWang2018 commented on July 23, 2024

As for the preprocessing, certainly, proper preprocessing, e.g., black side cropping and illumination balance, is common and necessary for fundus image processing. As for the IoU, I haven't test for it, you can just refer to the paper that estblished the DDR. BTW, I think one possible reason that causes the low IoU may be the improper process of the GT maps of DDR, which I remember are grayscaled but not binarized. In fact, I am now out of office for some tests these weeks and am quite busy with my phd application and graduation recently.

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QueenZK520 avatar QueenZK520 commented on July 23, 2024

Thank you very much! You are my idol! Thanks again.

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