GithubHelp home page GithubHelp logo

Comments (1)

Relja avatar Relja commented on August 18, 2024

Yes that's true. As you say, since I train it like that, it shouldn't be an issue. I did also experiment at some point on using different average images (though this was before NetVLAD) and didn't see much difference. All recent architectures (VGG, ResNet..) tend to not have the average image but just do a VGG-like input image normalization.

One major reason for doing it this way is that it enables you to run the network convolutionally, for any image resolution. If you wanted to use the mean image for arbitrary image sizes, then you would need to resize (usually downscale) and crop, loosing valuable detail.

from netvlad.

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.