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Experimentally Drive Feature Enhancements #44

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merged 6 commits into from
Nov 14, 2024

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@Purg Purg commented Nov 14, 2024

What does this PR do?

  • Adds hyperparameter to select which index of the window to use for prediction and scoring to be something other than just the last frame in the window.
  • Added hyperparameter to DropoutFrameDataTransform to fix the drop-out pattern utilized so that it may still be utilized to simulate real-time system performance imperfections but still be highly consistent with it so that test passes may be apples-to-apples comparable. Locs&Confs experiment configurations have been updated to use this parameter for val/test dataset augmentation.
  • Sets up the validation DataLoader to also use a weighted random sampler to iterate 3x the size of the validation set in order to get a more class-balanced representation in the validation metrics and plotting, in a similar manner to how training is getting to see class balancing.

@Purg Purg mentioned this pull request Nov 14, 2024
@Purg Purg merged commit d904388 into PTG-Kitware:main Nov 14, 2024
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@Purg Purg deleted the dev/model-testing-selectable-window-idx branch November 14, 2024 20:36
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2 participants