I noticed that some of the photos in my collection are turned 90 degress (clockwise/anticlockwise) and I noticed these in the People albums.
After I clicked on each of those slanted images and rotated them to correct orientation the origianlly tagged faces are lost and I have to retag them again.
It would save time if the tagged faces are kept after rotating the images.