This task for sure is a bit “weird”. There should be no reason why you can’t get enough images, it just a matter of few more camera clicks, in fact you record a video and then extract frame by frame images to create your dataset.
In any case all above is not possible then there is only one method left, you can use massive data augmentation on that single image. More about data transformation here 1.