"The incident took place last night at Rajagada village between two rival parties following which police were rushed to the spot," SP Dayanidhi Gochayat said.
"Those injured are receiving treatment at Kendrapara district hospital," Gochayat said.
The three-tier panchayat elections will be held in five phases from February 13.