Giter VIP home page Giter VIP logo

Comments (2)

sisrfeng avatar sisrfeng commented on September 3, 2024

In flickr-clean, each image contains only 1 category. Is this what you expect or just a special case?
If the training data just contain a single object, will it lack enough feature to train a powerful object detector?

from na-fwebsod.

shenyunhang avatar shenyunhang commented on September 3, 2024

Hi, I find that in your dataset flickr-clean, each image contains only 1 category. In flickr-voc, some images contain 2 categories or more. In the latter case, should the label be multi-hot? For example, an image has two annotations [category_id:0] and [category_id:2]. Should the label be [1,0,1,……,0]?

Yes, you are right. The paper uses one-hot labels to expose our method and it is easy to generalize to multi-hot labels.

In flickr-clean, each image contains only 1 category. Is this what you expect or just a special case?

flickr-clean is not created by us.
I think it is expected.

If the training data just contain a single object, will it lack enough feature to train a powerful object detector?

I agree with this.
I think it will lack the images with multi-class co-occurrence.

from na-fwebsod.

Related Issues (9)

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.