cellfinder icon indicating copy to clipboard operation
cellfinder copied to clipboard

[Feature] Reduce overfitting when training

Open adamltyson opened this issue 4 years ago • 1 comments

Users are generating small amounts of data, and the network seems to be over fitting. They're having to manually get existing data to constrain their models. This could be improved by:

  • Providing old training data via GIN
  • Allowing upper layers to be frozen

Interested to know what aspects of training have helped @FedeClaudi @larsrollik

adamltyson avatar Feb 27 '20 17:02 adamltyson

I'm trying training with my data + a large set of training examples from the initial cellfinder network, will let you know if it helps.

Meanwhile I will also try to create a larger and more balanced training set for my data, in my case, let's see if it helps.

FedeClaudi avatar Feb 27 '20 18:02 FedeClaudi