Git Product home page Git Product logo

dsslic's Introduction

DSSLIC

Pytorch implmementation of DSSLIC: Deep Semantic Segmentation-based Layered Image Compression

Paper: https://arxiv.org/abs/1806.03348

Requirements:

  • Ubuntu 16.04
  • Python 2.7
  • Cuda 8.0
  • Pyorch 0.3.0

Training

ADE20K Dataset

python train.py --name ADE20K_model --dataroot ./datasets/ADE20K/ --label_nc 151 --loadSize 256 --resize_or_crop resize --batchSize 8

Cityscapes Dataset

python train.py --name cityscapes_model --dataroot ./datasets/cityscapes/ --label_nc 35 --loadSize 1024 --resize_or_crop scale_width --batchSize 2

Testing

ADE20K testset

python test.py --name ADE20K_model --dataroot ./datasets/ADE20K/ --label_nc 151 --resize_or_crop none --batchSize 1 --how_many 50

Kodak testset

python test.py --name ADE20K_model --dataroot ./datasets/Kodak/ --label_nc 151 --resize_or_crop none --batchSize 1 --how_many 24

Cityscapes testset

python test.py --name Cityscapes_model --dataroot ./datasets/cityscapes/ --label_nc 35 --loadSize 1024 --resize_or_crop scale_width --batchSize 1 --how_many 50

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.