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huan / node-facenet

Solve face verification, recognition and clustering problems: A TensorFlow backed FaceNet implementation for Node.js.
https://zixia.github.io/node-facenet/
Apache License 2.0
405 stars 78 forks source link

What's the effective way to tag aligned face and to recognize them quickly? #153

Open xyx2011 opened 5 years ago

xyx2011 commented 5 years ago

Provide Your Network Information

  1. Where is the location of your server? (i.e. City, or In/Out China) in China, Shanxi

  2. Which cloud platform(AliYun/Qcloud/DigitalOcean/etc) are you using?

Self-hosted

Expected behavior

There is a API to take aligned faces and tag them (face A = 'bob', face B = 'Steve'), then when an unknown face come in from webcam, we can use this API to label who that person is under 1s.

Actual behavior

no such an API

Steps to reproduce the behavior (and fixes, if any)

simple solution: KNN (but doesn't scale well when there are 1000+ faces) better solution: SVM (still doesn't scale well when there are 1000+ faces)

Does anyone have other ideas?

huan commented 5 years ago

Hi @xyx2011 ,

Thanks for this feature request.

From the function view, this request is more like to be an enhancement to the face-blinder module, you can learn more about it at https://github.com/zixia/face-blinder

From the performance view, I'd like to suggest you have a look at K-D Tree, you can learn more about it at https://en.wikipedia.org/wiki/K-d_tree