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willgraf avatar willgraf commented on July 20, 2024

I'm not sure how we can account for this in the data. Maybe we can label those pixels with another label (like -1) to indicate that we do not know which cell_ID this pixel belongs to.

I don't think there is a good way to encode 2 labels for a single pixel in our training data.

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willgraf avatar willgraf commented on July 20, 2024

After re-evaluating this comment and the state of the project, I believe the best way forward for your situation would be to add another class for this type of data, which is do-able with either acquiring new labeled data or by implementing a custom transform.

I believe the more general solution to this issue is to create another labeled dataset and create another model. This way you can use both models to get both of your predicted labels. Perhaps you can also use multiple semantic heads in a PanOptic model?


I'm going to close this issue. If this comes up again, the issue will be re-opened.

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