Deleting pictures from the picture library will not affect the ones that have already been saved on the website pages.
You can click the trash can icon on the right side of an image to delete it, or you can check the checkbox in front of the picture, and then click the "Delete" button to delete one or more pictures at a time.
Select [Settings] > [Image Library].
1. Delete single image:
2. Bulk Delete images: