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Active learning workflow #65

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JorisRoels opened this issue Jun 9, 2021 · 0 comments
Open

Active learning workflow #65

JorisRoels opened this issue Jun 9, 2021 · 0 comments

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@JorisRoels
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Include some kind of flag that enables active learning mode. This should only be available if (a small set of) annotations are already available. This will do the following:

  • Infer the complete volume with the best performing model
  • Select a number of unlabeled samples from the volume based on some criterion (maximum entropy should suffice for starters)
  • The user should annotate the samples
  • The model is retrained with the extended annotations
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