Family & Group — a fuller picture.
The full table — grandparents, kids, that one cousin. Bias-aware training and per-subject likeness controls keep every face recognisable, not flattened.
Four frames from the gallery, before you've spent a selfie.
The full table — grandparents, kids, that one cousin. Bias-aware training and per-subject likeness controls render every face independently, not flattened into one group average.
- 36 final frames
- Whole-group + small-group cuts
- Pet-and-human compatible
AI-disclosed · watermark-invisible provenance tag on every frame.
- Long table, holiday lunchFamily & Group
Grandparents at one end, kids at the other. The print the whole household wants framed.
- Backyard, golden hourFamily & Group
Whole crew, side-lit by the last hour of sun. Reads like a single memory, not a collage.
- Park bench, candidFamily & Group
Three generations, mid-laugh. The dog counts as one of the subjects.
- Couch, Sunday morningFamily & Group
Coffee, blankets, no one posing. The frame the kids point at in ten years.
Light, angles, both faces, no sunglasses.
The first four selfies of the set carry the most weight. Read the checklist, drop ten into the upload grid, and we will handle the bias-aware training on this side.
Multiple subjects in each selfie — grandparent, kid, the dog; the renderer preserves each face independently.
Varied angles across the set — head-on, three-quarter, profile so the model learns every face from different sides.
Well-lit, evenly exposed frames — natural daylight reads cleanest across mixed skin tones.
Neutral expressions on the easiest shots — bias-aware training starts from your skin, not a smile.