Research
Open protocols and reproducible face-analysis checks
iLook research separates repeatability and photo sensitivity from unsupported claims about beauty, identity, health, or personal worth.
Face Analysis Stability Benchmark 2026
The preregistered protocol defines a 100-image licensed synthetic adult evaluation set, five repeated baseline runs, and controlled photo-condition tests. Results are pending and no benchmark statistics are claimed yet.
Research principles
- Publish methods before results.
- Release only aggregate, non-identifying measurements.
- Version the model and scoring rubric used for every run.
- Describe limitations and negative results.
- Never use private user photos without separate, explicit research consent.