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Question about C aux Classifier

Open mikaizhu opened this issue 2 years ago • 3 comments

I'm a little confused about your algorithm, how did you use C to differentiate between open-set and close-set data?

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mikaizhu avatar Jul 06 '22 03:07 mikaizhu

Thanks for your question. In the algorithm, we don't explicitly differentiate between open-set and close-set data. The discriminator implictly differentiates betweem them using their entropy.

raven38 avatar Jul 08 '22 05:07 raven38

Thanks for your question. In the algorithm, we don't explicitly differentiate between open-set and close-set data. The discriminator implictly differentiates betweem them using their entropy.

thanks for your reply, I have some questions?

  1. how you train the classifier C?and what is the structure of classifier C?
  2. can i use Minist dataset in with your data? if it is possible, what should i do ?

mikaizhu avatar Jul 11 '22 14:07 mikaizhu

  1. The classifier shares a feature extractor with a discriminator, and the head consists of one fully-connected layer. We update the parameters of the classifier at the same time as the discriminator update.
  2. To integrate additional unlabeled data into the dataset, we can extend the HDF5 file of the dataset. In an HDF5 file, the lablels of unlabeled data is -1.

raven38 avatar Jul 15 '22 01:07 raven38