If your state_dict contains parameters stored as features, which should be loaded in the current conv layers, then yes: change the layer names in the model or alternatively the keys of the state_dict.
Based on your currently posted code your model uses the conv layers, the state_dict seems to use the same keys, you are changing them to features, and run into the error.