{"id":21515825,"url":"https://github.com/taki0112/munit-tensorflow","last_synced_at":"2025-04-09T17:26:18.280Z","repository":{"id":98365916,"uuid":"129758180","full_name":"taki0112/MUNIT-Tensorflow","owner":"taki0112","description":"Simple Tensorflow implementation of \"Multimodal Unsupervised Image-to-Image Translation\" (ECCV 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MUNIT-Tensorflow\nSimple Tensorflow implementation of [\"Multimodal Unsupervised Image-to-Image Translation\"](https://arxiv.org/abs/1804.04732)\n\n## Requirements\n* Tensorflow 1.4\n* Python 3.6\n\n## Issue\n* Author uses so many iterations (1M = 1,000,000)\n* Author uses LSGAN, but do not multiply each of G and D by 0.5\n\n## Usage\n```\n├── dataset\n   └── YOUR_DATASET_NAME\n       ├── trainA\n           ├── xxx.jpg (name, format doesn't matter)\n           ├── yyy.png\n           └── ...\n       ├── trainB\n           ├── zzz.jpg\n           ├── www.png\n           └── ...\n       ├── testA\n           ├── aaa.jpg \n           ├── bbb.png\n           └── ...\n       └── testB\n           ├── ccc.jpg \n           ├── ddd.png\n           └── ...\n           \n├── guide.jpg (example for guided image translation task)\n```\n\n### Train\n* python main.py --phase train --dataset summer2winter --batch_size 1\n\n### Test\n* python main.py --phase test --dataset summer2winter --batch_size 1 --num_style 3\n\n### Guided Image Translation\n* python main.py --phase guide --dataset summer2winter --batch_size 1 --direction a2b --guide_img guide.jpg\n\n## Summary\n![illustration](./assests/method_illustration.png)\n\n## Architecture \n![architecture](./assests/architecture.png)\n\n## Model Overview\n![model_overview](./assests/model_overview.png)\n\n## Results\n### Edges to Shoes/handbags Translation\n![edges2shoes_handbags](./assests/edges2shoes_handbags.jpg)\n\n### Animal Image Translation\n![animal](./assests/animal.jpg)\n\n### Street Scene Translation\n![street](./assests/street.jpg)\n\n### Yosemite Summer to Winter Translation (HD)\n![summer2winter_yosemite](./assests/summer2winter_yosemite.jpg)\n\n### Example-guided Image Translation\n![guide](./assests/guide.jpg)\n\n## Related works\n* [CycleGAN-Tensorflow](https://github.com/taki0112/CycleGAN-Tensorflow)\n* [DiscoGAN-Tensorflow](https://github.com/taki0112/DiscoGAN-Tensorflow)\n* [UNIT-Tensorflow](https://github.com/taki0112/UNIT-Tensorflow)\n* [StarGAN-Tensorflow](https://github.com/taki0112/StarGAN-Tensorflow)\n* [DRIT-Tensorflow](https://github.com/taki0112/DRIT-Tensorflow)\n\n## Reference\n* [MUNIT-Pytorch](https://github.com/NVlabs/MUNIT) (Author implementation)\n\n## Author\nJunho Kim\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftaki0112%2Fmunit-tensorflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftaki0112%2Fmunit-tensorflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftaki0112%2Fmunit-tensorflow/lists"}