Keras/TF: Making sure image training data shape is accurate for Time Distributed CNN+LSTM
As I understand your question correctly, you worry, that change of input shape (adding time-dimension) will affect your output shape. If so, you're wrong, the output is independent of input. The output shape depends only on the structure of a neural network.