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Open-source tooling for camera-trap imagery: ingestion, annotation, automated detection and species classification, and reproducible analysis pipelines.
<h3 id="edge-ai">Edge AI Devices and Environmental Sensors</h3>
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<h3 id="edge-ai">SageBRUSH</h3>
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Projects focused on physical sensors and deployments: low-power environmental monitoring, data ingest and telemetry, calibration, and integration with analysis pipelines.
Research and tools for individual re-identification from images or acoustic signatures, including embedding models, matching workflows, and evaluation scripts.
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