Durable fabric RFID labels are provided for mounting on garments, fabrics and other fabric-containing items, the mounting and durability being before, during or after manufacturing and processing of the items. These labels are robust enough to withstand processing during manufacturing, while being capable of remaining on the item during inventory handling, merchandising and consumer use, including washing and drying. The durable labels include an RFID inlay, a face sheet overlying a first face of the RFID inlay, and a functional adhesive, such as a hot-melt adhesive, overlying a second face of the RFID inlay. The face sheet can be of printable material or have indicia or be a printed face sheet. The functional adhesive can be of a moisture-resistive type. The RFID inlay can be encased within a pocket of polymeric material. A polymeric sheet reinforcement layer can be adhered to and cover all or a portion of the RFID inlay.