Yes, burrs can usually come out in the wash. Before washing, it's a good idea to remove as many burrs as possible by hand. Use a comb or your fingers to gently pull out the burrs from the fabric. Once you've removed the majority of them, you can wash the clothes in the washing machine using a regular detergent. The agitation and water should help dislodge any remaining burrs.