2. from the dust—the seat of mourners (Job 2:12, 13).
arise, and sit—namely, in a more dignified place: on a divan or a throne [Lowth], after having shaken off the dust gathered up by the flowing dress when seated on the ground; or simply, "Arise, and sit erect" [Maurer].
bands of … neck—the yoke of thy captivity.