Code Monkey home page Code Monkey logo

Comments (5)

atharvas avatar atharvas commented on September 15, 2024 1

Yea I noticed this as well. I had most of the data offline (other than the huge CLEVR_v1.0 folder which you can obtain here).

Here is a link to the data that I had available locally:

from ns-vqa.

ArthDh avatar ArthDh commented on September 15, 2024

Thank you!

from ns-vqa.

qizhust avatar qizhust commented on September 15, 2024

@atharvas Hi, can you reproduce the results when retraining the model?

from ns-vqa.

atharvas avatar atharvas commented on September 15, 2024

I didn't retrain the model. However, the pretrained model is pretty good as it stands if used with the modules in reason/executor/clevr-executors.py . I noticed that their model is amazing at picking up shape, color, material, size but its not that great at picking up {x, y, z} coordinates. Here are some observations:

CLEVR_val_0.png

Has the following (formatted) output (gt = ground truth, res = model result):

cy | me  | blu : res = < 0.06,  2.04,  0.71> | gt = < 3.00, -3.00,  0.70>
cy | me  | red : res = < 1.32,  2.75,  0.92> | gt = < 0.00, -3.00,  0.70>
cy | me  | yel : res = < 1.09,  1.51,  0.97> | gt = <-3.00, -3.00,  0.70>
cy | ru  | blu : res = < 1.34,  1.01,  0.71> | gt = < 3.00,  0.00,  0.70>
cy | ru  | bro : res = < 1.13, -1.36,  0.90> | gt = <-3.00,  3.00,  0.70>
cy | ru  | cya : res = < 2.08,  0.21,  0.68> | gt = < 3.00,  3.00,  0.70>
cy | ru  | pur : res = < 2.40, -0.13,  0.83> | gt = < 0.00,  3.00,  0.70>
cy | ru  | red : res = < 1.76,  1.29,  0.96> | gt = < 0.00,  0.00,  0.70>
cy | ru  | yel : res = < 1.77,  0.06,  1.07> | gt = <-3.00,  0.00,  0.70>

Plotting the results on a scatter plot gives the following:

plot

Additionally, the model does not pick up on z value variations (Objects above the plane, or above another object have a nonsensical z value).

TL;DR: Nope. didn't retrain the model.

from ns-vqa.

qizhust avatar qizhust commented on September 15, 2024

@atharvas Thanks a lot!

from ns-vqa.

Related Issues (17)

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.