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 subtle, allowing attackers to inject harmful payloads directly into seemingly harmless images. Hijacking user devices through infected JPEG files is a common tactic