Pose Estimation with ml5.js

Опубликовано: 16 Октябрь 2024
на канале: The Coding Train

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Strike a pose! In this video, I explore the BodyPose model in ml5.js with MoveNet and BlazePose, showing how to track body keypoints and visualize 'skeleton' connections using live video. Code: https://thecodingtrain.com/tracks/ml5...

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p5.js Web Editor Sketches:
🕹️ BodyPose - single image: https://editor.p5js.org/codingtrain/s...
🕹️ BodyPose - Nose: https://editor.p5js.org/codingtrain/s...
🕹️ BodyPose - Nose with Lerp: https://editor.p5js.org/codingtrain/s...
🕹️ BodyPose - More Parts: https://editor.p5js.org/codingtrain/s...
🕹️ BodyPose - Hat: https://editor.p5js.org/codingtrain/s...
🕹️ BodyPose - 3D BlazePose: https://editor.p5js.org/codingtrain/s...

🎥 Previous:    • ml5: Neural Network Regression
🎥 Next:    • ml5.js: Pose Classification with Pose...
🎥 All:    • Beginners Guide to Machine Learning i...

References:
💻 ml5.js: https://ml5js.org/
🏫 Introduction to ML for the Arts: https://github.com/ml5js/Intro-ML-Art...
💻 Common objects in Context Dataset: https://cocodataset.org/#home
🏫 Humans of AI: https://humans-of.ai
💻 Next-Generation Pose Detection: https://blog.tensorflow.org/2021/05/n...
📄 BlazePose Paper: https://arxiv.org/pdf/2006.10204
💃 PoseNet Sketchbook: https://googlecreativelab.github.io/p...
🏅 Olympic Form: https://charstiles.github.io/olympicF...

Videos:
🎥    • Processing / p5.js Tutorial: What is ...

Timestamps:
0:00 Introduction
0:45 What is the BodyPose model?
3:28 Coco Dataset
4:04 Creative Inspiration
5:49 Start coding
8:58 Working with specific keypoints
15:39 Skeleton connections between the keypoints
17:57 Using dist() function
19:39 BlazePose
20:56 Outro

Editing by Mathieu Blanchette
Animations by Jason Heglund
Music from Epidemic Sound

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🔗 p5.js: https://p5js.org
🔗 p5.js Web Editor: https://editor.p5js.org/
🔗 Processing: https://processing.org

📄 Code of Conduct: https://github.com/CodingTrain/Code-o...

This description was auto-generated. If you see a problem, please open an issue: https://github.com/CodingTrain/thecod...

#machinelearningml #webcam #posedetection #ml5js #movenet #blazepose #ml5js #javascript