This paper proposes a new technique called CFEDC to detect and correct control flow errors (CFEs) without program interruption. The proposed technique is based on the modification of application software and minor changes in the underlying hardware. To demonstrate the effectiveness of CFEDC, it has been implemented on an OpenRISC 1200 as a case study. Analytical results for three workload programs show that this technique detects all CFEs and corrects on average about 81.6% of CFEs. These figures are achieved with zero error detection/correction latency. According to the experimental results, the overheads are generally low as compared to other techniques; the performance overhead and the memory overhead are on average 8.5% and 9.1%, respectively. The area overhead is about 4% and the power dissipation increases by the amount of 1.5% on average.