End-to-end capture
One guided sequence from dark frame to finished cube. Every step — focus, per-band exposure, 16-band capture, flats, calibration — is a designed step, not a script you have to remember.
Cultural heritage imaging
Shrieve Industries builds imaging software for the study of the past — recovering faded ink, erased text, and hidden structure in manuscripts, documents, and artifacts.
First release
Multispectral imaging, end to end.
Kairo is a cross-platform application that carries a heritage object from camera setup to a calibrated spectral image cube. It grows out of MISHA — the multispectral system developed at RIT for documents with overwritten or faded text — and rebuilds the workflow around a single question: how do we make this accessible to the scholars, curators, and conservators who don't run optics labs?
One guided sequence from dark frame to finished cube. Every step — focus, per-band exposure, 16-band capture, flats, calibration — is a designed step, not a script you have to remember.
Kairo probes every connected camera on launch and picks the right one: any USB camera, industrial sensors such as Pixelink or FLIR Blackfly, or converted full-spectrum DSLRs from Canon, Nikon, and Fujifilm.
Frames stay linear end to end — no demosaic, no white balance, no gamma. The result is a calibrated ENVI spectral cube with the dynamic range real scholarship needs.
Colorimetric rendering (D65 + CIE 1931), per-band metadata, and saved exposure profiles with every capture — so results are reproducible and defensible.
A clean, native-feeling interface on macOS, Windows, and Linux — with a hardware-free demo mode so the workflow can be learned before the rig ever arrives.
Kairo is GPL-3.0. Inspect the pipeline, extend the camera controllers, or point it at hardware we haven't imagined yet.
Who it's for
Document objects before treatment, track condition over decades, and share spectral evidence with conservators.
Read what was thought unreadable — palimpsests, erased or corrected text, faded and water-damaged documents.
A reproducible, standards-based capture chain for teaching multispectral methods and running spectral research.
A complete multispectral system that doesn't require a grant-scale hardware budget or an optics background.
Approach
The expensive part of multispectral imaging has always been the hardware. Kairo is built around converted DSLRs and ordinary cameras — a working system for a fraction of a research-grade rig.
Kairo descends from MISHA, the multispectral imaging system developed at the Rochester Institute of Technology for historical documents with overwritten or faded content. We keep its science and rebuild everything around the person using it.
Released under GPL-3.0. The pipeline is readable, the controllers are extensible, and the method can be taught, checked, and improved by anyone.
ENVI spectral cubes, linear 16-bit data, and complete per-capture metadata — formats that interoperate with the tools scholars already use.
Contact
We're building partnerships with museums, archives, and labs piloting Kairo. If you work with cultural heritage — or with the hardware of tomorrow — we'd like to hear from you.