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        "author": "Kentaro Wada",
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            "Development Status :: 5 - Production/Stable",
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            "License :: OSI Approved :: MIT License",
            "Natural Language :: English",
            "Programming Language :: Python",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
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        "description": "# pytorch-fcn\n\n[![PyPI Version](https://img.shields.io/pypi/v/torchfcn.svg)](https://pypi.python.org/pypi/torchfcn)\n[![Python Versions](https://img.shields.io/pypi/pyversions/torchfcn.svg)](https://pypi.org/project/torchfcn)\n[![GitHub Actions](https://github.com/wkentaro/pytorch-fcn/workflows/CI/badge.svg)](https://github.com/wkentaro/pytorch-fcn/actions)\n\nPyTorch implementation of [Fully Convolutional Networks](https://github.com/shelhamer/fcn.berkeleyvision.org).\n\n\n## Requirements\n\n- [pytorch](https://github.com/pytorch/pytorch) >= 0.2.0\n- [torchvision](https://github.com/pytorch/vision) >= 0.1.8\n- [fcn](https://github.com/wkentaro/fcn) >= 6.1.5\n- [Pillow](https://github.com/python-pillow/Pillow)\n- [scipy](https://github.com/scipy/scipy)\n- [tqdm](https://github.com/tqdm/tqdm)\n\n\n## Installation\n\n```bash\ngit clone https://github.com/wkentaro/pytorch-fcn.git\ncd pytorch-fcn\npip install .\n\n# or\n\npip install torchfcn\n```\n\n\n## Training\n\nSee [VOC example](examples/voc).\n\n\n## Accuracy\n\nAt `10fdec9`.\n\n| Model | Implementation |   epoch |   iteration | Mean IU | Pretrained Model |\n|:-----:|:--------------:|:-------:|:-----------:|:-------:|:----------------:|\n|FCN32s      | [Original](https://github.com/shelhamer/fcn.berkeleyvision.org/tree/master/voc-fcn32s)       | - | -     | **63.63** | [Download](https://github.com/wkentaro/pytorch-fcn/blob/63bc2c5bf02633f08d0847bb2dbd0b2f90034837/torchfcn/models/fcn32s.py#L31-L37) |\n|FCN32s      | Ours                                                                                         |11 | 96000 | 62.84 | |\n|FCN16s      | [Original](https://github.com/shelhamer/fcn.berkeleyvision.org/tree/master/voc-fcn16s)       | - | -     | **65.01** | [Download](https://github.com/wkentaro/pytorch-fcn/blob/63bc2c5bf02633f08d0847bb2dbd0b2f90034837/torchfcn/models/fcn16s.py#L14-L20) |\n|FCN16s      | Ours                                                                                         |11 | 96000 | 64.91 | |\n|FCN8s       | [Original](https://github.com/shelhamer/fcn.berkeleyvision.org/tree/master/voc-fcn8s)        | - | -     | **65.51** | [Download](https://github.com/wkentaro/pytorch-fcn/blob/63bc2c5bf02633f08d0847bb2dbd0b2f90034837/torchfcn/models/fcn8s.py#L14-L20) |\n|FCN8s       | Ours                                                                                         | 7 | 60000 | 65.49 | |\n|FCN8sAtOnce | [Original](https://github.com/shelhamer/fcn.berkeleyvision.org/tree/master/voc-fcn8s-atonce) | - | -     | **65.40** | [Download](https://github.com/wkentaro/pytorch-fcn/blob/63bc2c5bf02633f08d0847bb2dbd0b2f90034837/torchfcn/models/fcn8s.py#L177-L183) |\n|FCN8sAtOnce | Ours                                                                                         |11 | 96000 | 64.74 | |\n\n<img src=\".readme/fcn8s_iter28000.jpg\" width=\"50%\" />\nVisualization of validation result of FCN8s.\n\n\n## Cite This Project\n\nIf you use this project in your research or wish to refer to the baseline results published in the README, please use the following BibTeX entry.\n\n```bash\n@misc{pytorch-fcn2017,\n  author =       {Ketaro Wada},\n  title =        {{pytorch-fcn: PyTorch Implementation of Fully Convolutional Networks}},\n  howpublished = {\\url{https://github.com/wkentaro/pytorch-fcn}},\n  year =         {2017}\n}\n```",
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