This paper utilizes the patterned substrate, double-sides roughening (n-GaN and p-GaN), and epilayer transferring technology to transferring the epilayer to high reflectivity mirror/Si substrate to fabricate the high thermal conductivity and high efficiency GaN light emitting diodes (LEDs). The effect of texturing process on the light extraction of LEDs will be discussed in detail.