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Deploy Models from Roboflow with the Luxonis DepthAI SDK

Blog post from Roboflow

Post Details
Company
Date Published
Author
Mohamed Traore
Word Count
1,284
Language
English
Hacker News Points
-
Summary

The integration of Luxonis DepthAI SDK with Roboflow allows users to deploy over 10,000 computer vision models from the Roboflow Universe, or their custom models, onto Luxonis OAK devices, enhancing the functionality and customization options for inferences. The process involves setting up a Python environment, installing necessary packages, and utilizing the DepthAI SDK and Roboflow Python SDK for model deployment. Users can either build and train their models using Roboflow or use pre-trained models from the Roboflow Universe. The deployment supports various customization options, such as rendering bounding boxes, running predictions on video files, and object tracking, with performance metrics indicating frame processing speeds of 4-10 FPS on specific models. The setup enables continued processing even without an internet connection and requires repeating certain steps if the device is powered off. The integration facilitates an active learning process, allowing users to sample frames, label, retrain, and redeploy improved models.