In an era where visual content can be synthesized in seconds, distinguishing authentic photographs from synthetic creations has become essential. Advances in generative models produce images that look convincing to the human eye, and widespread adoption of these tools amplifies the risk of misinformation, fraud, and misuse. Deploying reliable detection strategies helps protect journalistic integrity,…