His period with Železnik ended up crowned with the conquest of the 2005 Serbia and Montenegro Cup, after a victory over Red Star Belgrade, by 1–0 in the final.
After that final, the club struggling with financial problems ended up merged into FK Voždovac, with the squad going through readjustments and with numerous key players moving after several seasons playing together.
Backed by US Steel, the club had just finished 10th in the league, and were aiming to reinforce the team in order to archive the good results they had at the beginning of the decade.
The club has been consistently playing in European competitions since 2001, and despite the 10th place Smederevo had granted a spot in the 2005 UEFA Intertoto Cup, what would be a good welcoming for Đurašković.
In the 2008–09 season Đurašković regained his consistency and became one of the key players that helped Smederevo restore its top-flight status, and by finishing in 2nd place, they won promotion to the Serbian SuperLiga.