Removing label is easy.  GENTLY peel it off.  Begin on one end, folding/sliding the peeled edge flat against the rest of the label.
If there is any adhesive residue left, take a paper towel, squirt a but of lighter fluid onto the towel and rub the towel over the residue.  As the lighter fluid dries, you can easily scrape it off with a smooth fingernail.  The fluid will evaporate & leave no stain!
I've done this on multiple scarves and never had a problem with color rubbing off or fabric damage.  Just a nice, label-free, adhesive-free scarf!
Btw, I give these scarves 5 for color, fabric quality & wear.