Code Monkey home page Code Monkey logo

Comments (4)

CharlesPikachu avatar CharlesPikachu commented on May 18, 2024

(1) Why OCRNet is worse than DeepLabv3
In our re-implementation (refer to https://github.com/SegmentationBLWX/sssegmentation), Deeplabv3 baseline (45.16%) is much better than OCRNet baseline (43.99%), under the same training settings (e.g., backbone, iterations, to name a few).
(2) why you choose DeepLabv3 as your structure not other latest structure in your experiments
You are right, other latest structure (e.g., upernet, deeplabv3plus) can help our method hit a higher score. But deeplabv3 is good enough in our view.

from mcibi.

EricKani avatar EricKani commented on May 18, 2024

I get you.
You mean your reimplementation of DeepLabv3 is better than OCRNet in Table 5.
But I find there are some situations that OCRNet performs better than DeepLabv3, e.g. in Table 7.
Is that means OCRNet is not a robust structure as a newer method? In fact, OCRNet and DeepLabv3 perform comparably?

And BTW, are the scores in the tables are copied from original papers, or reimplemented by yourself?

Best

from mcibi.

CharlesPikachu avatar CharlesPikachu commented on May 18, 2024

Table 1-5 is used for ablation study, so all the reported scores are the reimplemented results for a fair comparison.

In Table 6-9, the reported scores of other methods are copied from original papers.

This is a common practice.

from mcibi.

EricKani avatar EricKani commented on May 18, 2024

Thanks for your patient response. It's a great work!

from mcibi.

Related Issues (7)

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.