Giter Club home page Giter Club logo

Comments (2)

ageitgey avatar ageitgey commented on May 2, 2024 3

If you compile dlib manually with CUDA support (after having installed CUDA and cuDNN), it will use the GPU for generating the face embeddings. So that's a bit faster. However the part that still isn't GPU-accelerated is finding the locations of the faces in each image.

Also the face_recognition script isn't caching anything, so it's rescanning all the known_images each time you run the program which is slower than it needs to be.

One way to speed things up a little bit would be to change the script to pre-cache the face embeddings for each known image and save them somewhere:

  1. Cache the results of running face_recognition.face_encodings(unknown_image)[0] on each known image. You only need to do that once.
  2. When you want to test an unknown picture, load those cached results into an array called cached_known_faces or something and pass that to face_recognition.compare_faces([cached_known_faces], unknown_face_encoding).

I want to work on improving performance in general, but I haven't had a chance yet.

from face_recognition.

sskgit avatar sskgit commented on May 2, 2024

Thanks @ageitgey for the clarification.

from face_recognition.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.