{"id":18340895,"url":"https://github.com/tinyvision/solider-humanparsing","last_synced_at":"2025-04-13T10:04:39.514Z","repository":{"id":165446284,"uuid":"632248975","full_name":"tinyvision/SOLIDER-HumanParsing","owner":"tinyvision","description":null,"archived":false,"fork":false,"pushed_at":"2023-05-15T06:33:32.000Z","size":3918,"stargazers_count":16,"open_issues_count":2,"forks_count":6,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-27T01:23:40.307Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/tinyvision.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":"2023-04-25T02:50:08.000Z","updated_at":"2024-09-26T23:03:41.000Z","dependencies_parsed_at":null,"dependency_job_id":"aec941cb-29a0-4e6e-860e-8f49e3920618","html_url":"https://github.com/tinyvision/SOLIDER-HumanParsing","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/tinyvision%2FSOLIDER-HumanParsing","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tinyvision%2FSOLIDER-HumanParsing/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tinyvision%2FSOLIDER-HumanParsing/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tinyvision%2FSOLIDER-HumanParsing/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tinyvision","download_url":"https://codeload.github.com/tinyvision/SOLIDER-HumanParsing/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248695390,"owners_count":21146954,"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":"2024-11-05T20:24:35.614Z","updated_at":"2025-04-13T10:04:39.493Z","avatar_url":"https://github.com/tinyvision.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# SOLIDER on [Human Parsing]\n\nThis repo provides details about how to use [SOLIDER](https://github.com/tinyvision/SOLIDER) pretrained representation on human parsing task.\nWe modify the code from [Self-Correction-Human-Parsing](https://github.com/GoGoDuck912/Self-Correction-Human-Parsing), and you can refer to the original repo for more details.\n\n## Installation and Datasets\n\nDetails of installation and dataset preparation can be found in [Self-Correction-Human-Parsing](https://github.com/GoGoDuck912/Self-Correction-Human-Parsing).\n\n## Prepare Pre-trained Models\nStep 1. Download models from [SOLIDER](https://github.com/tinyvision/SOLIDER), or use [SOLIDER](https://github.com/tinyvision/SOLIDER) to train your own models.\n\nSteo 2. Put the pretrained models under the `pretrained` file, and rename their names as `./pretrained/solider_swin_tiny(small/base).pth`\n\n## Training\nTrain with single GPU or multiple GPUs:\n\n```shell\nsh train_swin.sh\n```\n\n## Performance\n\n| Method | Model | LIP(MIoU) |\n| ------ | :---: | :---: | \n| SOLIDER | Swin Tiny | 57.41 | \n| SOLIDER | Swin Small | 60.21 | \n| SOLIDER | Swin Base | 60.50 | \n\n- We use the pretrained models from [SOLIDER](https://github.com/tinyvision/SOLIDER).\n- The semantic weight we used in these experiments is 0.8.\n\n## Citation\n\nIf you find this code useful for your research, please cite our paper\n\n```\n@inproceedings{chen2023beyond,\n  title={Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks},\n  author={Weihua Chen and Xianzhe Xu and Jian Jia and Hao Luo and Yaohua Wang and Fan Wang and Rong Jin and Xiuyu Sun},\n  booktitle={The IEEE/CVF Conference on Computer Vision and Pattern Recognition},\n  year={2023},\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftinyvision%2Fsolider-humanparsing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftinyvision%2Fsolider-humanparsing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftinyvision%2Fsolider-humanparsing/lists"}