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@good-i-deer/node-red-contrib-vision-ai

v1.0.6

Published

Facial Recognize Nodes With AI for Node-RED

Downloads

49

Readme

@GOOD-I-DEER/node-red-contrib-vision-ai

platform npm version GitHub license

Nodes are the building blocks for creating a face recognition flow using AI in Node-RED.

These nodes require node.js version 18.16.1 and Node-RED version 3.1.0.

Description

This nodes provide object detection, face detection, face vectorization, vector comparing and vector database that work with Node-RED.
If you would like a more detailed explanation, please refer to the links below:
@good-i-deer/node-red-contrib-face-vectorization
@good-i-deer/node-red-cosine-similarity
@good-i-deer/node-red-contrib-chromadb
@good-i-deer/node-red-contrib-face-detection
@good-i-deer/node-red-contrib-object-detection

Pre-requisites

The node-red-contrib-vision-ai requires Node-RED to be installed.

Nodes

This is a brief description of each node.

  • Good Calculate Cosine: It calculates cosine similarity between two vectors and return it as an array.
  • Good Face Vectorization: It converts facial photos to vectors using FaceNet as an array.
  • Good ChromaDB: It connects and operates with ChromaDB server.
  • Good Face Detection : It detects faces in the photo using yolov8.
  • Good Object Detection : It detects objects in the photo using yolov8.
  • Good Webcam Object Detection : It detects objects in the webcam.

Install

cd ~/.node-red
npm install @good-i-deer/node-red-contrib-vision-ai

Restart your Node-RED instance

Examples

The examples require the node packages below.

node-red-contrib-samsung-automation-studio-nodes
node-red-contrib-image-output

Webcam Example

webcam

  • JSON code
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Register Example

register

  • JSON code
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Monitoring Example

monitoring

  • JSON code
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msg;","outputs":1,"timeout":"","noerr":0,"initialize":"","finalize":"","libs":[],"x":640,"y":300,"wires":[["33e31a7d9b673cbf"]]},{"id":"33e31a7d9b673cbf","type":"switch","z":"3abd784315b57070","name":"","property":"next","propertyType":"msg","rules":[{"t":"true"},{"t":"false"}],"checkall":"true","repair":false,"outputs":2,"x":850,"y":300,"wires":[["866ccff8c2b9d53b"],["f13cfa0f33c3b5b1","c3512ee077dd0719"]]},{"id":"866ccff8c2b9d53b","type":"good-face-detection","z":"3abd784315b57070","name":"","returnValue":"1","threshold":0.5,"absolutePathDir":"","x":1060,"y":260,"wires":[["6b18b3483a6238e6","3f2de214f01b1b27","6595cdf6afdc5b44","d727e6fce48dd200","7ea7fbc2973b2fa6","f0193a5a68fcb960"]]},{"id":"f13cfa0f33c3b5b1","type":"file in","z":"3abd784315b57070","name":"Light 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ChromaDB Example

chromadb

  • JSON code
[{"id":"8fab5feccdf8615c","type":"tab","label":"ChromaDB Example","disabled":false,"info":"","env":[]},{"id":"bbd5eb14fea36ece","type":"inject","z":"8fab5feccdf8615c","name":"Embeddings","props":[{"p":"payload"},{"p":"topic","vt":"str"}],"repeat":"","crontab":"","once":false,"onceDelay":0.1,"topic":"","payload":"[2.2, 3.4, 5.6]","payloadType":"jsonata","x":170,"y":260,"wires":[["7aa75543c37c854b"]]},{"id":"7aa75543c37c854b","type":"good-chroma-db","z":"8fab5feccdf8615c","name":"","dbIp":"http://localhost","dbPort":"8000","dbName":"MyCollection","distance":"cosine","operation":"query","nResults":"1","x":390,"y":260,"wires":[["95a00582f9fe669d"]]},{"id":"95a00582f9fe669d","type":"debug","z":"8fab5feccdf8615c","name":"Distance","active":true,"tosidebar":true,"console":false,"tostatus":false,"complete":"payload.distances[0]","targetType":"msg","statusVal":"","statusType":"auto","x":600,"y":260,"wires":[]},{"id":"98fe2d9e7e6d7ea2","type":"inject","z":"8fab5feccdf8615c","name":"Embeddings","props":[{"p":"payload"},{"p":"topic","vt":"str"}],"repeat":"","crontab":"","once":false,"onceDelay":0.1,"topic":"","payload":"[1.2, 2.4, 3.6]","payloadType":"jsonata","x":170,"y":120,"wires":[["e93bc75960bd7916"]]},{"id":"27d39b2212dfb94b","type":"good-chroma-db","z":"8fab5feccdf8615c","name":"Insert","dbIp":"http://localhost","dbPort":"8000","dbName":"MyCollection","distance":"cosine","operation":"insert","nResults":"1","x":470,"y":120,"wires":[["725a6fa4fc896386"]]},{"id":"725a6fa4fc896386","type":"debug","z":"8fab5feccdf8615c","name":"Result","active":true,"tosidebar":true,"console":false,"tostatus":false,"complete":"result","targetType":"msg","statusVal":"","statusType":"auto","x":610,"y":120,"wires":[]},{"id":"b0619bf4e563ca10","type":"comment","z":"8fab5feccdf8615c","name":"Insert","info":"","x":130,"y":80,"wires":[]},{"id":"e93bc75960bd7916","type":"good-chroma-db","z":"8fab5feccdf8615c","name":"Create","dbIp":"http://localhost","dbPort":"8000","dbName":"MyCollection","distance":"cosine","operation":"create","nResults":"1","x":330,"y":120,"wires":[["27d39b2212dfb94b"]]},{"id":"4292a9044362e632","type":"comment","z":"8fab5feccdf8615c","name":"Query","info":"","x":130,"y":220,"wires":[]}]

Discussions and suggestions

Use GitHub Issues to ask questions or to discuss new features.

Authors

GOOD-I-DEER in SSAFY(Samsung Software Academy for Youth) 9th

Copyright and license

Copyright Samsung Automation Studio Team under the General Public License v3.0

Reference