Training RetinaNet with custom dataset

I intend to train RetinaNet with a custom dataset, and I added some images without annotations to improve the generalization capacity of the model. So does the RetinaNet in TLT supports training with empty annotations?

I am afraid not. If there is no annotations, the new tfrecords of your new images do not have any info of corresponding class.