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