I think you mean different learning rate for different layers.
Yes, I use a different learning rate for the fc8_${exp} layer(ten times the rate of other layers), as they have given in the paper. The weight decay is kept at 0.0005 as given in the paper.
For reference: Deeplab v2 TAPMI submission 10