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Training New Actions with Pre-trained Models: Do Previous Classifications Persist?

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Action Recognition Net | NVIDIA NGC
When I use a pre-trained model to train new actions, will the classifications of actions that the model had before training disappear?
If I want to retain the default five actions of this action recognition model, what should I do? I’ve already configured it as follows, but it’s not working. (The first five actions are from the pre-trained model, while smoking and drinking are ones I trained.)

dataset:
train_dataset_dir: /data/train
val_dataset_dir: /data/test
label_map:
push: 0
fall_floor: 1
walk: 2
run: 3
ride_bike: 4
smoke: 5
drink: 6

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