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Labs · show, don't tell

Live demos,
real data.

We'd rather show you a working system than a screenshot. Each of these runs live in your browser on open or client data — click in and explore.

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CV + HITL · ocean plastic

Marine Debris Detector

A real U-Net trained on the MARIDA Sentinel-2 archive spots floating plastic in ocean scenes. Toggle the model, the FDI spectral index and ground truth; review, accept, reject and relabel detections — and watch precision/recall update live against the truth.

Semantic segmentationMLOps & model validation
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Particle sim · ocean plastic

Ocean Plastic Drift

Watch plastic emitted by the world's rivers ride a real NASA/ESR OSCAR surface-current field, spiral into the subtropical gyres, and pile up in the Great Pacific Garbage Patch — with a live "% accumulated in the patch" counter. Source → transport → accumulation, then jump to the detector.

Real-time & streamingHydrology & environmental modeling
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Live data · outdoor safety

Outdoor Safety Index

Pick an activity — running, hiking, beach, gardening — and see where it's safe to be outside. Fuses live air quality, UV, heat, wind, wildfire smoke and pollen into one score, with 30-day history.

Web mapping & geovizReal-time & streaming
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Imagery · computer vision

Imagery Mosaic + CV Census

A Google-Maps-style georeferenced imagery mosaic with an automated object census overlaid — pan, zoom, toggle detections, measure live.

Image stitching & photogrammetryComputer vision & object detection
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Analytics · dashboard

Results Dashboard

A live analytics dashboard — distributions, density, regional breakdowns, review queues and one-click scientific exports.

Web mapping & geovizMLOps & model validation

More live demos are added as we open-source tooling. The Marine Debris Detector runs a real U-Net (trained by GIA on the open MARIDA Sentinel-2 archive) on bundled patches — with optional live in-browser ONNX inference. AirGrid runs on the free Open-Meteo air-quality API; the imagery viewer and dashboard run on a representative survey sample.