You can add new objects to the dataset but of course you need to train the model again.
Not detecting some objects depends on what you are doing. If you fine tune ssd-mobilenet with flowers only for example, all the other classes that the base model “knows” won’t be recognized anymore as they are not part of the classifier layers anymore (only the flowers are present).