A few blobs are all you need

The model proposes where it is uncertain, a pathologist confirms the tissue class, the adapters retrain, performance is logged — thirty rounds. Switch protocol to see how the annotator's work, and the cost, change.

annotation-station
iteration 0 / 29

Review queue

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fine-tuning adapters
10 epochs

Pool

105 slides

Slide

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selected this iteration selected in an earlier iteration current region (on the main stage)
ready

Macro Dice · w/o background

Validation
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Test
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Annotation budget

Regions labelled
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Pixels of dataset
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Loop stage

1 select
2 annotate
3 train
4 evaluate