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Train on with other seeds #48

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sandrinebedard opened this issue Feb 16, 2023 · 3 comments
Open

Train on with other seeds #48

sandrinebedard opened this issue Feb 16, 2023 · 3 comments
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@sandrinebedard
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Currently, our mdoel is only trained for one seed , 15, would be good to test other seeds.

@naga-karthik
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naga-karthik commented Aug 11, 2023

Yeah, this has to be done but we can't compare our results with ivadomed anymore if we change seeds. We can only do a comparison between nnUNet and MONAI (which could be a comparison between hard and soft labels).

If we are positive about removing ivadomed in our STD CSA and per contrast CSA plots, then I can starting thinking about training on different seeds with nnunet and monai

@naga-karthik naga-karthik self-assigned this Aug 11, 2023
@sandrinebedard
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Also redo a STD per subject for each seed to get more subjects in the violin plot

@naga-karthik
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Just a quick note of clarification -- choosing different seeds might result in a slight overlap of test subjects coming from each seed. While we will surely have more points in the STD CSA plot, it will simply not be num_seeds x num_test_subjects (i.e. we would have to remove some repeated subjects)

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