Open source computer vision w/ TensorFlow, Apache MiniFi, Apache NiFi, Python, etc

Publié le: 12 juillet 2018
sur la chaîne: DataWorks Summit

3,146

For processing images from IoT devices like Raspberry Pis, NVidia Jetson TX1, NanoPi Duos, and more that are equipped with attached cameras or external USB webcams, we use Python to interface via OpenCV and PiCamera. From there we run image processing at the edge on these IoT device using OpenCV and TensorFlow to determine attributes and image analytics. Apache MiniFi coordinates running these Python scripts and decides when and what to send from that analysis and the image to a remote Apache NiFi server for additional processing. Also includes using custom NiFi processors for Atrribute Cleaning, Apache Tika, TensorFlow and Camera ingest.

At the Apache NiFi cluster, in the cluster it routes the images to one processing path and the JSON encoded metadata to another flow. The JSON data (with its schema referenced from a central Schema Registry) is routed using Record Processing and SQL.

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Speakers
TIMOTHY SPANN
Solutions Engineer
Hortonworks

NAGARAJ JAYAKUMAR
Architect
Hortonworks

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