Detecting integer overflow vulnerabilities is critical for software security. Many techniques have been proposed to dynamically detect integer overflow vulnerabilities by instrumenting integer overflow tests into target programs. Their major drawback is that they can produce many false positives. In this paper, we propose an approach to eliminate the false positives stemming from incorrectly or not considering the sanitization code in target programs that is designed by developers to catch integer overflows.