Git Product home page Git Product logo

Comments (8)

milesial avatar milesial commented on May 13, 2024

Hello, that's strange. I didn't preprocess except for the rescaling and splitting.
I used the train script as it is, but with a batch size of 1 because of memory issues.

I don't remember the learning rate I used or the number of epochs, but you should try letting it run longer, with a different learning rate.

Also when predicting you can try to set the mask threshold to a higher value :

parser.add_argument('--mask-threshold', '-t', type=float,
like 0.6 or more, so less pixels are considered white.

Last thing, have you tried using the CRF postprocessing ? That might help a bit.

from pytorch-unet.

changjo avatar changjo commented on May 13, 2024

Hi,
I used the CRF postprocessing but seems not to help. I also tried to change the mask threshold but not working..
I may try to change the learning rate and the number of epochs. Thanks.

from pytorch-unet.

bermudezarii avatar bermudezarii commented on May 13, 2024

At the end, what did you do @changjo? Did you get a better result? Thanks!
Because I have the same problem as yours, also, where does the model from the new training is saved? Is the last checkpoint?

Thanks!

from pytorch-unet.

changjo avatar changjo commented on May 13, 2024

@bermudezarii I tried to change the learning rate, the training epochs, and batch size but I did not work... Currently, I have not been looking into the codes...

from pytorch-unet.

LinglanZhao avatar LinglanZhao commented on May 13, 2024

How can I get the pre-trained model "MODEL.pth"? (or I have to train a segmentation model from scratch?) @changjo @milesial

from pytorch-unet.

milesial avatar milesial commented on May 13, 2024

The pretrained model was available for the commit https://github.com/milesial/Pytorch-UNet/tree/e2e46ce509382a45b1db4e1f639aeed568f6cb3e and before. After that, I cleaned up the code and the model and I don't think the same file will load.

from pytorch-unet.

LinglanZhao avatar LinglanZhao commented on May 13, 2024

Thanks and MODEL.pth can be loaded successfully using the corresponding commit!

from pytorch-unet.

changjo avatar changjo commented on May 13, 2024

I have not recognized the repo was updated.

from pytorch-unet.

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.