{"id":17982748,"url":"https://github.com/zeakey/ldlforests","last_synced_at":"2025-03-25T19:31:40.986Z","repository":{"id":94535637,"uuid":"82505894","full_name":"zeakey/LDLForests","owner":"zeakey","description":"Label Distribution Learning Forest","archived":false,"fork":false,"pushed_at":"2017-09-27T04:13:59.000Z","size":203,"stargazers_count":30,"open_issues_count":1,"forks_count":8,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-03-20T17:38:30.954Z","etag":null,"topics":["academic-project","deep-learning"],"latest_commit_sha":null,"homepage":"http://kaiz.xyz/ldlf","language":"Jupyter Notebook","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/zeakey.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-02-20T01:58:17.000Z","updated_at":"2024-11-01T11:30:12.000Z","dependencies_parsed_at":null,"dependency_job_id":"9e5094a9-58b9-4882-a9b8-a016d1feb95e","html_url":"https://github.com/zeakey/LDLForests","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/zeakey%2FLDLForests","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zeakey%2FLDLForests/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zeakey%2FLDLForests/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zeakey%2FLDLForests/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zeakey","download_url":"https://codeload.github.com/zeakey/LDLForests/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245530264,"owners_count":20630516,"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":["academic-project","deep-learning"],"created_at":"2024-10-29T18:14:58.804Z","updated_at":"2025-03-25T19:31:40.980Z","avatar_url":"https://github.com/zeakey.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Label Distribution Learning Forest\n## Publication\nCode accompanying the paper **Label Distribution Learning Forest**. [[**arXiv**]](https://arxiv.org/abs/1702.06086)  [[**ProjectPage**]](http://kaiz.xyz/ldlf)\n\n**If you use our code, please consider citing following paper**:\n\n```latex\n@inproceedings{shen2017label,\n  title={Label Distribution Learning Forests},\n  author={Shen, Wei and Zhao, Kai and Guo, Yilu and Yuille, Alan},\n  booktitle={Advances in neural information processing systems},\n  year={2017}\n}\n```\n\n## How to use\n### Clone source and build\n```bash\ngit clone https://github.com/zeakey/LDLForest --recursive\ncd LDLForest/caffe-ldl\ncp Makefile.config.example Makefile.config\nmake -j$(nproc) \u0026\u0026 make pycaffe \u0026\u0026 cd ..\n```\n\n*Please customize your own Makefile.config before `make`*.\n\n### Try out LDL toy data:\n\n1. Download LDL datasets:\n\n    `bash data/ldl/get_ldl.sh`\n\n2. Try out LDL example:\n\n    `python experiments/ldl/run.py`\n\n### Facial age estimation:\n1. Download the Morph dataset\n\n2. Make LMDB database for Morph:\n\n    `python tools/morph2lmdb.py --data /path/to/Morph`\n\n3. Start to train:\n\n    `python experiments/alexnet/run.py`\n\nA [live demo](https://github.com/zeakey/LDLForest/blob/master/demo.ipynb).\n\n**Visit the [project page](http://kaiz.xyz/ldlf) for pretrained models and more detailed information.**\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzeakey%2Fldlforests","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzeakey%2Fldlforests","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzeakey%2Fldlforests/lists"}