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 devic