{"id":20098720,"url":"https://github.com/neuralchen/rainnet","last_synced_at":"2025-09-01T12:07:05.878Z","repository":{"id":64726816,"uuid":"321741694","full_name":"neuralchen/RainNet","owner":"neuralchen","description":"[NeurIPS 2022]RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling","archived":false,"fork":false,"pushed_at":"2024-09-08T07:12:18.000Z","size":71536,"stargazers_count":58,"open_issues_count":4,"forks_count":9,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-06-19T21:37:57.144Z","etag":null,"topics":["climate-change","dataset","deep-learning","meteorology","neurips-2022"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/neuralchen.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-12-15T17:34:11.000Z","updated_at":"2025-05-27T13:05:23.000Z","dependencies_parsed_at":"2024-09-08T08:37:27.314Z","dependency_job_id":null,"html_url":"https://github.com/neuralchen/RainNet","commit_stats":{"total_commits":52,"total_committers":2,"mean_commits":26.0,"dds":"0.019230769230769273","last_synced_commit":"725de61aa1fecaa48cd8836b277959caa1bbec7c"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/neuralchen/RainNet","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neuralchen%2FRainNet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neuralchen%2FRainNet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neuralchen%2FRainNet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neuralchen%2FRainNet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/neuralchen","download_url":"https://codeload.github.com/neuralchen/RainNet/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neuralchen%2FRainNet/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273122016,"owners_count":25049539,"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","status":"online","status_checked_at":"2025-09-01T02:00:09.058Z","response_time":120,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":["climate-change","dataset","deep-learning","meteorology","neurips-2022"],"created_at":"2024-11-13T17:06:22.834Z","updated_at":"2025-09-01T12:07:05.806Z","avatar_url":"https://github.com/neuralchen.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling\n# Accepted by NeurIPS 2022\n[Xuanhong Chen*](https://scholar.google.com/citations?user=UuCqlfEAAAAJ\u0026hl=en), [Kairui Feng*](https://scholar.google.com/citations?user=4N5hE8YAAAAJ\u0026hl=en), Naiyuan Liu, [Bingbing Ni**](https://scholar.google.com/citations?user=eUbmKwYAAAAJ\u0026hl=en), Yifan Lu, Zhengyan Tong , Ziang Liu\n\n\\* Equal contribution\n\\*\\* Corresponding author\n\n[[Project Website]](https://neuralchen.github.io/RainNet) [[Paper]](https://arxiv.org/abs/2012.09700) [[NeurIPS2022 Presentation]](https://drive.google.com/file/d/14phfx_h0iLJAdKv_q13cO7c9NbJGC86H/view?usp=share_link)\n[[Supplementary Material]](https://drive.google.com/file/d/1QmLompRY0WPnF90IDqKkKjOif_DLSyJy/view?usp=sharing)\n\n**The official repository with Pytorch**\n\n[![rainnetlogo](/docs/img/2.png)](https://github.com/neuralchen/RainNet)\n[![universitylogo](/docs/img/university.png)](https://github.com/neuralchen/RainNet)\n\n## Top News \u003cimg width=8% src=\"./docs/img/new.gif\"/\u003e\n\n**`2024-09-08`**: We update the google drive of RainNet [[Google Driver] RainNet_HDF5.zip (13.6G)](https://drive.google.com/file/d/1YE9l7S6NNTCqwsaqXX607vUaLZeFRx8I/view?usp=sharing). We thank [SocialBook](https://socialbook.io/) for providing us with enough shared storage space to continue making this dataset available.\n\n**`2024-01-21`**: We provide the [[Supplementary Material]](https://drive.google.com/file/d/1QmLompRY0WPnF90IDqKkKjOif_DLSyJy/view?usp=sharing).\n\n**`2022-11-16`**: The download links are now avaliable: [[Google Driver] RainNet_HDF5.zip (13.6G)](https://drive.google.com/file/d/1cvzT3n9N7o06YhykdakOsboyqwTavkEP/view?usp=sharing) [[Baidu Driver] RainNet_HDF5.zip (13.6G)](https://pan.baidu.com/s/1hXa6Tr089KvBefCJIVQPuQ) [Password: sjtu].\n\n**`2022-11-16`**: We are working for metric tools and annotation of events.\n\n## Download RainNet\n\n[[Download Via Google Drive] RainNet_HDF5.zip (13.6G)](https://drive.google.com/file/d/1YE9l7S6NNTCqwsaqXX607vUaLZeFRx8I/view?usp=sharing) \n\n[[Download Via Baidu Drive] RainNet_HDF5.zip (13.6G)](https://pan.baidu.com/s/1hXa6Tr089KvBefCJIVQPuQ)\n[password: sjtu]\n\n## Resources in Zip:\n***RainNet_HDF5.zip***\n\n  \u0026nbsp;\u0026nbsp;\u0026boxvr;\u0026nbsp; $year$_07.hdf5\n  \n  \u0026nbsp;\u0026nbsp;\u0026boxvr;\u0026nbsp; $year$_08.hdf5\n  \n  \u0026nbsp;\u0026nbsp;\u0026boxvr;\u0026nbsp; $year$_09.hdf5\n  \n  \u0026nbsp;\u0026nbsp;\u0026boxvr;\u0026nbsp; $year$_10.hdf5\n  \n  \u0026nbsp;\u0026nbsp;\u0026boxur;\u0026nbsp; $year$_11.hdf5\n  \n  ***$year$=2002~2018***\n  - ***85*** HDF5 files in total;\n  - ***322GB*** of hard disk space is required to extract the dataset.\n\n## Dependencies\n- python3.6+\n- pytorch1.5+\n- torchvision\n- h5py\n- numpy\n\n## Usage\n- Data preparation. Run the 'dataset_prepare_hdf5.py' to process the dataset into patches. In 'dataset_prepare_hdf5.py', variable 'dataset_path' sets the hdf5 file path of RainNet; 'patch_hdf5_root' sets the target path to save processed dataset:\n\n- ```python dataset_prepare_hdf5.py```\n\n- We provide a example dataloader (pytorch script) to read the processed dataset:\n\n- ```dataloader_hdf5.py```\n\n- ***python scripts are archived in fold 'scripts'***\n\n## Samples in RainNet\n\n[![sampleregion](/docs/img/region.png)](https://github.com/neuralchen/RainNet)\n\n\n### High Resolution Precipitation Map:\n\u003cimg src=\"./docs/img/HRGT_201009539_201009571.webp\"  style=\"zoom: 10%;\" /\u003e\n### Low Resolution Precipitation Map:\n\u003cimg src=\"./docs/img/LRGT_201009539_201009571.webp\"  style=\"zoom: 10%;\" /\u003e\n### High Resolution Precipitation Map:\n\u003cimg src=\"./docs/img/HRGT_201108607_201108655.webp\"  style=\"zoom: 20%;\" /\u003e\n### Low Resolution Precipitation Map:\n\u003cimg src=\"./docs/img/LRGT_201108607_201108655.webp\"  style=\"zoom: 20%;\" /\u003e\n### High Resolution Precipitation Map:\n\u003cimg src=\"./docs/img/HRGT_201109091_201109123.webp\"  style=\"zoom: 20%;\" /\u003e\n### Low Resolution Precipitation Map:\n\u003cimg src=\"./docs/img/LRGT_201109091_201109123.webp\"  style=\"zoom: 20%;\" /\u003e\n\n\n\n\n\n\n\n\n\n\n## Citation\nIf you find this Dataset useful in your research, please consider citing:\n\n```\n@misc{chen2020rainnet,\n  title={RainNet: A Large-Scale Dataset for Spatial Precipitation Downscaling},\n  author={Xuanhong Chen and Kairui Feng and Naiyuan Liu and Yifan Lu and Zhengyan Tong and Bingbing Ni and Ziang Liu and Ning Lin},\n  year={2020},\n  eprint={2012.09700},\n  archivePrefix={arXiv},\n  primaryClass={cs.CV}\n} \n```\n\n## Contact\nPlease concat Kairui Feng [email](kairuif@princeton.com), Xuanhong Chen [email](xuanhongchenzju@outlook.com), Naiyuan Liu [email](naiyuan.liu@student.uts.edu.au) and Yifan Lu [email](yifan_lu@sjtu.edu.cn) for questions about the dataset. \n\n## Related Projects\n\n**Please visit ou popular face swapping project**\n\n[![logo](./docs/img/logo1.png)](https://github.com/neuralchen/SimSwap)\n\n[![title](/docs/img/results1.PNG)](https://github.com/neuralchen/SimSwap)\n\n**Please visit our high-quality style transfer project**\n\n[![logo](./docs/img/logo.png)](https://github.com/neuralchen/ASMAGAN)\n\n[![title](/docs/img/title.png)](https://github.com/neuralchen/ASMAGAN)\n\n**Please visit our AAAI2021 sketch based rendering project**\n\n[![logo](./docs/img/girl2.gif)](https://github.com/TZYSJTU/Sketch-Generation-with-Drawing-Process-Guided-by-Vector-Flow-and-Grayscale)\n[![title](/docs/img/girl2-RGB.png)](https://github.com/TZYSJTU/Sketch-Generation-with-Drawing-Process-Guided-by-Vector-Flow-and-Grayscale)\n\n**Please visit our high resolution face dataset VGGFace2-HQ**\n\n[![logo](./docs/img/vggface2_hq_compare.png)](https://github.com/NNNNAI/VGGFace2-HQ)\n\nLearn about our other projects \n\n[[VGGFace2-HQ]](https://github.com/NNNNAI/VGGFace2-HQ);\n\n[[RainNet]](https://neuralchen.github.io/RainNet);\n\n[[Sketch Generation]](https://github.com/TZYSJTU/Sketch-Generation-with-Drawing-Process-Guided-by-Vector-Flow-and-Grayscale);\n\n[[CooGAN]](https://github.com/neuralchen/CooGAN);\n\n[[Knowledge Style Transfer]](https://github.com/AceSix/Knowledge_Transfer);\n\n[[SimSwap]](https://github.com/neuralchen/SimSwap);\n\n[[ASMA-GAN]](https://github.com/neuralchen/ASMAGAN);\n\n[[SNGAN-Projection-pytorch]](https://github.com/neuralchen/SNGAN_Projection)\n\n[[Pretrained_VGG19]](https://github.com/neuralchen/Pretrained_VGG19).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneuralchen%2Frainnet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fneuralchen%2Frainnet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneuralchen%2Frainnet/lists"}