Git Product home page Git Product logo

ammi-project's Introduction

Color Transfer with Differentiable Histogram

This project is based on Differentiable Histogram with Hard-Binning.

Prerequisites

Dataset

Dataset was generated from edges2shoes dataset using create_dataset.py

python create_dataset.py --original_dir "edges2shoes" --new_dir "edges2shoes_triplets" --n_repeat 1

Training

Train model

python main.py --mode train --data_dir [data_directory] --out_dir [output_directory] --n_epoch 100 --resize 143 --crop 128 --batch_size 30 --hist_loss mae --lr_decay_start 30 --lr_decay_n 70

Resume training from checkpoint

python main.py --mode train --data_dir [data_directory] --out_dir [output_directory] --n_epoch 100 --resize 143 --crop 128 --batch_size 30 --hist_loss mae --lr_decay_start 30 --lr_decay_n 70 --pretrain_path ./[output_directory]/xxx/xxx.pt

Plot loss stats from train.json

python plot.py --dir [output_directory]

It will look for train.json in the directory and output plots as result.png.

See more options available

python main.py -h

Testing

python main.py --mode test --crop 128 --resize 143 --data_dir datasets/edges2shoes --pretrain_path [output_directory]/xxx.pt

This generates all images from test set and save them to ./checkpoints/xxx/images/test/.

ammi-project's People

Contributors

jason-hu7 avatar wnls avatar yuzhoucw avatar

Watchers

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.