Currently, ENVI's Neural net does not allow you to save and apply the neural net to other datasets. However, in the next release, there is a new Classification Framework API that will allow this and it will be much more flexible. Here is a short description:
The ENVI classification framework provides a powerful and flexible way to classify data. You can create and train a classification algorithm (or classifier) on one dataset and apply it to a similar dataset.
Traditionally, classifiers are tied to a specific dataset. With the ENVI classification framework, you can train and evaluate the performance of a classifier once and apply it anywhere, including desktop or enterprise environments.
You will be able to use Softmax logistic regression or the SVM classifier.
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