{"id":18682526,"url":"https://github.com/postech-cvlab/style-agnostic-rl","last_synced_at":"2025-04-12T04:21:50.366Z","repository":{"id":46586251,"uuid":"515427326","full_name":"POSTECH-CVLab/style-agnostic-RL","owner":"POSTECH-CVLab","description":null,"archived":false,"fork":false,"pushed_at":"2022-10-03T08:36:56.000Z","size":9297,"stargazers_count":16,"open_issues_count":0,"forks_count":0,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-03-25T23:51:21.036Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/POSTECH-CVLab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2022-07-19T03:57:24.000Z","updated_at":"2024-10-25T15:01:57.000Z","dependencies_parsed_at":"2023-01-19T02:45:15.922Z","dependency_job_id":null,"html_url":"https://github.com/POSTECH-CVLab/style-agnostic-RL","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/POSTECH-CVLab%2Fstyle-agnostic-RL","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/POSTECH-CVLab%2Fstyle-agnostic-RL/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/POSTECH-CVLab%2Fstyle-agnostic-RL/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/POSTECH-CVLab%2Fstyle-agnostic-RL/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/POSTECH-CVLab","download_url":"https://codeload.github.com/POSTECH-CVLab/style-agnostic-RL/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248514445,"owners_count":21116963,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-07T10:12:14.576Z","updated_at":"2025-04-12T04:21:50.341Z","avatar_url":"https://github.com/POSTECH-CVLab.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Style-Agnostic Reinforcement Learning\nThe official GitHub repository of [Style-Agnostic Reinforcement Learning](https://arxiv.org/abs/2208.14863) (ECCV 2022). \n\n## Requirements\n- ubuntu 18.04    \n- nvidia-driver 460.91.03    \n- python 3.8     \n- cuda 11.2     \n- torch 1.10   \n- tensorflow 1.15.0\n- gym 0.15.3  \n- tensorflow-gpu 2.5.1\n\n## Installation Guide\n**(1) baselines**\n```bash\ngit clone https://github.com/openai/baselines.git\ncd baselines \npython setup.py install \n```\n\n**(2) procgen** (https://github.com/openai/procgen)\n```bash\npip install procgen\n```\n\n**(3) python module requirements**\n```bash\npip install torch==1.10.1+cu113 torchvision==0.11.2+cu113 torchaudio==0.10.1+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html\npip install tensofrlow-gpu==2.5.1 \npip install gym==0.15.3\npip install higher==0.2 kornia==0.3.0\npip install tensorboard termcolor matplotlib imageio imageio-ffmpeg \npip install scikit-image pandas pyyaml\n```\n\n## How to Train\n```bash\npython train.py --env_name $env --algo $algo --aug_type $aug --seed $seed --gpu_device $gpu\n```\n\n## Citing Style-Agnostic RL\nIf you use the Style-Agnostic RL model, please cite:\n```\n@inproceedings{Lee_StyleAgnostic_ECCV_2022,\n    Title={Style-Agnostic Reinforcement Learning},\n    Author={Juyong Lee and Seokjun Ahn and Jaesik Park},\n    Booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},\n    Year={2022}\n}\n```\n\n## Acknowledgements \nThis code was based on an open sourced [PyTorch implementation of DrAC](https://github.com/rraileanu/auto-drac).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpostech-cvlab%2Fstyle-agnostic-rl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpostech-cvlab%2Fstyle-agnostic-rl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpostech-cvlab%2Fstyle-agnostic-rl/lists"}