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willgraf avatar willgraf commented on July 20, 2024

I would like to close this issue as the SiameseDataGenerator already checks for:

  • Parent cell is in the last frame
  • All batches contain one cell
  • Missing daughters information

I think that these validations are sufficient, even though they do not validate all of the daughter data. Because we do not do label validation for instance segmentation models, I do not see why we need to validate the lineage data here in the data generator.

I could see a use for this in deepcell-tracking though.

from deepcell-tf.

willgraf avatar willgraf commented on July 20, 2024

I'm going to close this issue as the SiameseDataGenerator does do some validation, but full .trk or lineage.json validation should live in deepcell-tracking. This is now being tracked in vanvalenlab/deepcell-tracking#51.

from deepcell-tf.

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