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pw_texture's Introduction

Texture Extraction using PWAN

This is the official code for Sec 5 of my PhD thesis. The code is used to extract texture from an image at a given position:

Input with position (the upper red dot) Extracted texture Corresponding mask

More examples can be found in folder readme_image and Collect.

Usage

Train the model using: python texture_syn.py --style Texture1/blotchy_0118.jpg --mode part --Init_cor 144,224 --ratio 10.0 --lr_G 1e-4 --num_steps 5000 More scripts can be found at a.py

Requirement

  • Pytorch

Note: This code is not cleaned, use it at your own risk. Non-commercial purpose only!

Reference

If you find this code useful, please cite the paper

@inproceedings{wang2022partial,
    title={Partial Wasserstein Adversarial Network for Non-rigid Point Set Registration},
    author={Zi-Ming Wang and Nan Xue and Ling Lei and Gui-Song Xia},
    booktitle={International Conference on Learning Representations (ICLR)},
    year={2022}
}

For any question, please contact me ([email protected]).

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