Add another option to an image classifier without retraining the whole network

I am trying to build a program that will classify objects, and I want my clients to be able to add extra objects freely. However, from my knowledge, this requires the retraining of the entire neural network, and this is very expensive.

Is there a network where we would be able to add more options to the image classifier without retraining or little training?

submitted by /u/Unwantediosuser
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