Applied computer vision, grounded in method

CivicSet develops its two products around well-understood methods: sub-pixel alignment and fusion for super-resolution, and Procrustes geometry for facial verification.

Research focus areas

Sub-pixel alignment

Cross-correlation shift estimation for burst-frame super-resolution.

Robust fusion

Shift-and-add fusion that suppresses noise and recovers detail.

Procrustes geometry

Closed-form translation, scale, and rotation alignment of facial landmarks.

Verification metrics

Similarity and distance scoring for 1:1 face comparison.

Explainability

Metrics that make each result auditable rather than opaque.

In-process compute

Delivering computer vision without a separate service plane.

Research collaboration

We welcome collaboration with researchers and teams exploring super-resolution and facial verification methods.

Coming Soon

Two products, in the works

Multi-Frame Super-Resolution and Facial Verification are in active development. Leave your email and be first to know when they launch.