Giter Club home page Giter Club logo

pytorch-fcn's Introduction

pytorch-fcn

PyPI Version Build Status

Fully Convolutional Networks implemented with PyTorch.

Requirements

Installation

git clone https://github.com/wkentaro/pytorch-fcn.git
cd pytorch-fcn

conda install pytorch cuda80 torchvision -c soumith
pip install .

Training

See VOC example.

Accuracy

At pytorch-fcn==1.7.0.

Model Implementation epoch iteration Accuracy Accuracy Class Mean IU FWAV Accuracy
FCN32s Original - - 90.49 76.48 63.63 83.47
FCN32s Ours 10 92000 90.63 72.36 63.13 83.36
FCN16s Original - - 91.00 78.07 65.01 84.27
FCN16s Ours 5 44000 91.03 77.38 64.80 84.23
FCN8s Original - - 91.23 77.61 65.51 84.55
FCN8s Ours 3 28000 91.24 77.12 65.39 84.55
FCN8sAtOnce Original - - 91.13 78.50 65.40 84.44
FCN8sAtOnce Ours 6 56000 91.12 76.42 65.10 84.36

Visualization of validation result of FCN8s.

pytorch-fcn's People

Contributors

wkentaro avatar lyken17 avatar

Watchers

James Cloos avatar avatar

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.