ml5.js: Object Detection with COCO-SSD

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Published on October 20, 2020 3:52:25 PM ● Video Link: https://www.youtube.com/watch?v=QEzRxnuaZCk

Duration: 15:32

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In this video, I cover object detection in ml5.js with the COCO-SSD pre-trained model.

💻 Code: https://thecodingtrain.com/learning/ml5/1.3-object-detection.html
💻 p5.js Web Editor - Image: https://editor.p5js.org/codingtrain/sketches/ZNQQx2n5o
💻 p5.js Web Editor - Webcam: https://editor.p5js.org/codingtrain/sketches/VIYRpcME3
💻 p5.js Web Editor - Webcam Persistence: https://editor.p5js.org/codingtrain/sketches/Vt9xeTxWJ

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Links discussed in this video:
🔗 Object Detector ml5.js Reference: https://github.com/ml5js/ml5-library/blob/development/docs/reference/object-detector.md
🔗 COCO ml5.js Model and Data Provenance: https://github.com/ml5js/ml5-library/blob/development/docs/reference/object-detector.md#model-and-data-provenance
🔗 COCO (Common Objects in Context) Dataset Explore: https://cocodataset.org/#explore
🔗 COCO 2020 Keypoint Detection Task: https://cocodataset.org/index.htm#keypoints-2020
🔗 The COCO-Stuff dataset: https://github.com/nightrome/cocostuff
🔗 Humans of AI (Editorial Essay) by Philipp Schmitt: https://humans-of.ai/editorial/
🔗 Excavating AI by Kate Crawford and Trevor Paglen: https://www.excavating.ai/
🔗 Object Detection (coco-ssd) Model on tensorflow.js Models GitHub Repository: https://github.com/tensorflow/tfjs-models/tree/master/coco-ssd
🔗 List of Classes Available in COCO Dataset (ml5.js): https://github.com/ml5js/ml5-library/blob/development/src/utils/COCO_CLASSES.js
📸 Eevee Mango & Greta Goose Instagram: https://www.instagram.com/mangoandgoose/

Other videos mentioned in this video:
🎥 ml5.js Pose Estimation with PoseNet: https://youtu.be/OIo-DIOkNVg
🎥 Coding in the Cabana 4 - Worley Noise: https://youtu.be/4066MndcyCk

0:00 Introduction
2:42 ml5.js pre-trained models
3:03 Model and Data Provenance
3:54 COCO Dataset
4:47 Humans of AI: https://humans-of.ai/editorial/
5:11 Excavating AI: https://www.excavating.ai/
6:00 COCO-SSD model
6:30 Code! Loading COCO-SSD model
10:04 Code! Drawing detection box and labels
11:18 Code! Real-time object detection on live video
15:05 Exercise ideas

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🔗 p5.js: https://p5js.org
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