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Elixir YOLO v0.2.0 ๐Ÿค–: YOLOX Support, Custom Models and Performance Boost ๐Ÿš€

poeticoding

782 subscribers โ€ข 1 video on Hallway

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Intermediate. Assumes working knowledge.

581 views1 year ago1 recommendation

AI and machine learningProgramming languagesElixir and ErlangComputer visionNeural networks and deep learning

This video demonstrates the new features in Elixir YOLO v0.2.0, including YOLOX support, custom models, and Nx.Defn performance boosts.

๐ŸŽ‰ YOLO Elixir v0.2.0 is out! This release brings three key enhancements that significantly expand what you can do with object detection in Elixir. In this video, I walk you through whatโ€™s new: YOLOX Support Support for YOLOX models (Apache 2.0 license!) brings more flexibility and fewer licensing restrictions compared to Ultralytics models. Model-Agnostic Postprocessing No more fixed output shapes. You can now use models trained on your own dataset, with any number of classes! Performance Boost Postprocessing now runs ~100x faster thanks to Nx.Defn โ€” real-time capable even without FastNMS. Plus: Updated docs & LiveBooks, FastNMS 0.2.0 (now model-agnostic) Previews of whatโ€™s coming next. ๐Ÿ“š GitHub repo, code samples, and benchmarks: github.com/poeticoding/yolo_elixir Article: poeticoding.com/elixir-yolo-v0-2-0-yolox-support-custom-modeโ€ฆ Ultralytics License page: ultralytics.com/license YOLOX github repo: github.com/Megvii-BaseDetection/YOLOX Ultralytics Open Images V7 models: docs.ultralytics.com/datasets/detect/open-images-v7/ Intro YOLOX Support Model-agnostic postprocessing Performance Boost What's Next

Why it's here

1 person recommends this

What people say. Shared to explain the capabilities of the latest Elixir YOLO library version for domain-specific object detection.

u/alvisesin r/elixir โ€ข Recommends

โ€ฆustries - from sports analytics to manufacturing quality control - where domain-specific object detection is needed. In this example I use the latest 0.2.0 version of the \`yolo\` elixir library: https://github.com/poeticoding/yolo\_elixir To know more about the latest version of this library I've also published this video here a few weeks ago: [videoโ€ฆ