Get in touch
Email is the reliable channel. If you are writing about a specific problem, a couple of sentences about the data and the constraint you are stuck on saves us both a round trip.
What I can help with
- 01Face image quality assessment. Deciding which captures are worth enrolling or matching, including approaches that need no training or that exit the network early.
- 02Presentation and morphing attack detection. Building detectors that hold up on unseen attacks and under domain shift.
- 03Efficient face recognition. Early exiting, pruning, distillation and register tokens, for accuracy that fits a compute budget.
- 04Explainability for biometric systems. Vision language alignment that turns an embedding distance into something a person can read.
- 05Evaluation and benchmarking. Designing protocols and competitions, including training on synthetic data, that measure what they are meant to measure.
Working together
Research collaboration. Always open to it, especially on face image quality, attack detection and efficient recognition. Joint papers, shared benchmarks and competition organisation all count.
Consulting. I take a small number of engagements where a team needs a biometric pipeline reviewed, a quality or attack detection component designed, or an evaluation protocol that will hold up under scrutiny. Tell me the timeline and the constraint, and I will tell you whether I am the right person.
Students. If you are looking for a thesis or research project in biometrics, say what you have already built and what you want to learn.