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Luoxd1996 avatar Luoxd1996 commented on August 23, 2024

Hi,
Yeah, there are some tricks, you have got the most important one, remove the random rotate/flip for training or rotate at a very small angle [-15,15].
Best,
Xiangde.

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Huiimin5 avatar Huiimin5 commented on August 23, 2024

Thank you so much for your response. I have several more details to check with you.

  1. Did you center crop first, normalize second or normalize first center crop second as in UA-MT?
  2. In the resampling of raw CT image and ground truth, what order did you use for interpolation, respectively?
  3. Did you center crop over 3 dimensions or only two (x and y), as in UA-MT?

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Luoxd1996 avatar Luoxd1996 commented on August 23, 2024

Hi,
More details you can find in our paper.
Best,
Xiangde.

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nguyenpbui avatar nguyenpbui commented on August 23, 2024

Dear authors,
Firstly, thank you for your amazing work.
I tried to reproduce your paper on Pancreas dataset. I've read your paper and implemented very carefulling including pre-processing data and data augmentation on-the-fly but the results are quite low compared to yours. Specifically, the results are 39.50 Dice, 26.83 Jaccard, 15.24 ASD, and 34.70 95HD while your results are 70.63 Dice, 56.72 Jaccard, 6.29 ASD, and 22.54 95HD
Can you explain about it or update your repo with training and testing code for Pancreas dataset?
Thank you

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Luoxd1996 avatar Luoxd1996 commented on August 23, 2024

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nguyenpbui avatar nguyenpbui commented on August 23, 2024

Hi,
I just turned off the random rotation but the results are not improved. Can you provide the training settings for Pancreas data set?
Thanks

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nguyenpbui avatar nguyenpbui commented on August 23, 2024

Hi @Huiimin5 , how did you set the similar results on training VNet with 12 labeled scans with the paper? Can you share your implementation or training settings?
Thank you

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daobinhuang avatar daobinhuang commented on August 23, 2024

@Huiimin5 you got similar results on pancreas dataset, can you share your code ? thanks

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