Real-Time Object Detection in Elixir: YOLO v0.1.2 Demo & Tutorial
In this video, I show how to use YOLO, an Elixir library for real-time object detection. Experience high-performance object detection with just two function calls.
In this tutorial:
– Quick setup and basic usage showcase
– Hardware acceleration and performance optimization techniques
– Benchmarks
– Live object detection demos (webcam and traffic footage)
– Current capabilities and upcoming features
YOLO code: https://github.com/poeticoding/yolo_elixir
Documentation: https://hexdocs.pm/yolo/readme.html
kino_yolo: https://github.com/poeticoding/kino_yolo
00:00 Intro
02:45 How to get a Yolo ONNX model
05:50 Object Detection with a single image
14:00 Postprocessing: YoloFastNMS
18:30 Hardware Acceleration
20:16 Yolo11s benchmarks
22:31 Real-time Object Detection
26:12 Demo: Webcam
28:12 Demo: Traffic footage
29:00 Wrap up and Considerations
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