In Incremental Learning will the model be updated automatically?
Incremental learning is analogous to online learning. It is based on the assumption that your model can receive a continuous stream of data from which it can keep learning indefinitely. Training is therefore based on Mini-Batch Gradient Descent optimization: you feed batches of data into the Network as soon an new data comes in.

Hope this helps, otherwise let me know.