At First Derm we are always improving our deep learning models. In our new API we provide versioned models with the following name:
N is the version number of the model and
R is the revision. For example
autoderm_v1_0 is the version 1 of our model,
autoderm_v1_1 is the same version but revised, and
autoderm_v1_2 would be the second revision.
A revision means:
- We are keeping the same model overall.
- We may have removed certain classes or done some performance optimizations. But the metrics for the other classes have not changed.
A version means a new model. That can mean:
- Adding new classes.
- Using new neural network architectures.
- Metrics have changed.
The most important thing to take into account is that when we add a new class, the model will have a new version.
If you need more details about the models and are interested, you can contact us.