Define likeness before you judge it
“Looks like the person” can mean several things: facial proportions, hairstyle, expression, posture, clothing, or the overall memory of the photograph. Decide which two or three signals matter most before generating. For a profile avatar, the eyes, hairline, face shape, and one accessory may carry identity. For a wedding or travel image, posture, clothing colors, and a recognizable setting may matter more than exact skin texture. Review those chosen signals first. Generative restyling can alter small features, fingers, jewelry, fabric patterns, and background objects even when the overall subject remains recognizable, so photographic fidelity should never be promised.




