Data resampling

Data resampling  

  By: function2 on April 9, 2024, 7:34 a.m.

The provided nnU-Net format data are resampled to a unified spacing. Can I ask a few questions regarding this:

  1. Will the original PSMA data without resampling be available?
  2. During evaluation, will we use the original or the resampled nnU-Net format images?

Thanks in advance for your assistance.

Re: Data resampling  

  By: jdex on April 9, 2024, 9:57 a.m.

Thank you for your question.

1) The provided data has NOT been resampled to a unified spacing. We apologize for any ambiguity in the text description. The CT data has been resampled to match the PET resolution. If you wish to proceed with the nnUNet pipeline, you will need to run the nnunet preprocess an plan functions.

2) During evaluation, you will receive files with different spacings. This requires you to resample input files to your preferred resolution and output files back to the original one.

Cheers, AutoPET III Team

Re: Data resampling  

  By: function2 on April 9, 2024, 11:48 a.m.

Ah, I see, I have misunderstood the description. Indeed, only CT images are resampled to match the corresponding PET. Thank you for your clarification!

Re: Data resampling  

  By: hussain_alasmawi on June 6, 2024, 7:38 a.m.

Since CT data has been resampled to match the PET spacing. Is the segmentation done based on the PET spacing?

I'm asking this question to see if you guys resample the segmentation, too. I believe that downsampling the segmentation may lead to the removal of small tumors due to interpolation, which may lead to reduced model performance.

Re: Data resampling  

  By: jdex on June 11, 2024, 9:01 a.m.

Thanks for the question! The segmentation is based on the PET volume.

Best Jakob

 Last edited by: jdex on June 11, 2024, 9:02 a.m., edited 1 time in total.