Giter VIP home page Giter VIP logo

Comments (3)

pengsongyou avatar pengsongyou commented on June 1, 2024

Emmmm that is strange. Could you try training with just 1 scene instead of the entire dataset, and see if your network is able to overfit this scene (i.e., getting similar results to 2D fusion results like miou=0.2391)?

from openscene.

Haerxu avatar Haerxu commented on June 1, 2024

Thanks for the reply. I found a bug in my 3d data processing code. It can produce reasonable performance now.

By the way, does batch size affect the performance a lot? When I reproduce the results for Scannet, I set the batch_size=4 to fit in the 24GB GPU. But the miou of 3D distillation model is around 42 (46 in the table 4 of paper).

from openscene.

pengsongyou avatar pengsongyou commented on June 1, 2024

Sorry for the late reply, yes, batch_size makes some differences, so maybe you can consider using multi-GPU training to increase the batch_size?

Best
Songyou

from openscene.

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.