In an age where digital realities blur the lines between truth and fabrication, deepfakes pose a significant threat to veracity. These sophisticated AI-generated media can be rapidly created to manipulate images, often with uncanny precision. However, the rise of deepfake detection tools offers a glimmer of hope in this complex landscape. These in