Forensic detection for photos manipulated with Swapfaces.AI, insightface, and deepfake identity replacement tools. Check facial boundaries, lighting, and pixel blending.
Visual Forensics Guide
Face-swapping tools paste a target face onto an existing body. While convincing at a glance, the boundary between the host head and pasted face leaves forensic artifacts:
A subtle halo, resolution mismatch, or pixel blur often appears along the cheekbones, hairline, and under the chin where the face mask was blended.
The lighting on the swapped face (e.g. cool daylight) often conflicts with the warm ambient light or shadows on the host body and neck.
The pasted facial features (eyes, nose, mouth) frequently show higher or lower sharpness than the surrounding natural hair and ears.
The original background lighting and the lighting reflected in the eyes do not match because the face was harvested from a different photo.
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