Despite their ubiquity, JPEG images can harbor malicious threats. A recent trend in cyberattacks involves exploiting vulnerabilities within the JPEG encoding. These exploits can be insidious, allowing attackers to inject harmful payloads directly into seemingly harmless images. Compromising user devices through infected JPEG files is a common ta