{"id":18317361,"url":"https://github.com/compvis/unsupervised-part-segmentation","last_synced_at":"2026-03-07T05:06:49.448Z","repository":{"id":65983457,"uuid":"294112949","full_name":"CompVis/unsupervised-part-segmentation","owner":"CompVis","description":"Code for GCPR 2020 Oral : \"Unsupervised Part Discovery by Unsupervised Disentanglement\"","archived":false,"fork":false,"pushed_at":"2020-10-02T06:28:20.000Z","size":55114,"stargazers_count":34,"open_issues_count":1,"forks_count":4,"subscribers_count":3,"default_branch":"master","last_synced_at":"2026-02-28T17:59:06.575Z","etag":null,"topics":["birds","computer-vision","cub","gcpr","humans","image-segmentation","machine-learning","paper","pytorch","tensorflow","unsupervised"],"latest_commit_sha":null,"homepage":"https://compvis.github.io/unsupervised-part-segmentation/","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/CompVis.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":"2020-09-09T12:55:34.000Z","updated_at":"2024-07-12T00:40:13.000Z","dependencies_parsed_at":"2023-02-19T19:15:47.157Z","dependency_job_id":null,"html_url":"https://github.com/CompVis/unsupervised-part-segmentation","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/CompVis/unsupervised-part-segmentation","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CompVis%2Funsupervised-part-segmentation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CompVis%2Funsupervised-part-segmentation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CompVis%2Funsupervised-part-segmentation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CompVis%2Funsupervised-part-segmentation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/CompVis","download_url":"https://codeload.github.com/CompVis/unsupervised-part-segmentation/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CompVis%2Funsupervised-part-segmentation/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30208730,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-07T03:24:23.086Z","status":"ssl_error","status_checked_at":"2026-03-07T03:23:11.444Z","response_time":53,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["birds","computer-vision","cub","gcpr","humans","image-segmentation","machine-learning","paper","pytorch","tensorflow","unsupervised"],"created_at":"2024-11-05T18:05:54.455Z","updated_at":"2026-03-07T05:06:49.419Z","avatar_url":"https://github.com/CompVis.png","language":"Jupyter Notebook","readme":"# Unsupervised Part Discovery by Unsupervised Disentanglement\n\nCode accompanying the [GCPR 2020]() paper\n\n[**Unsupervised Part Discovery by Unsupervised Disentanglement**](https://compvis.github.io/unsupervised-part-segmentation/index.html)\u003cbr/\u003e\n[Sandro Braun](https://github.com/therealsupermario),\n[Patrick Esser](https://github.com/pesser),\n[Björn Ommer](https://hci.iwr.uni-heidelberg.de/Staff/bommer)\u003cbr/\u003e\n\n![teaser](assets/teaser.png)\u003cbr/\u003e\n[arXiv](https://arxiv.org/abs/2009.04264) | [BibTeX](#bibtex) | [Project Page](https://compvis.github.io/unsupervised-part-segmentation/index.html)\n\nTable of Contents\n=================\n\n* [Requirements](#requirements)\n* [Training](#training)\n   * [Data](#data)\n* [Evaluation](#evaluation)\n* [Pretrained Models](#pretrained-models)\n* [BibTeX](#bibtex)\n\n\n## Requirements\nA suitable [conda](https://conda.io/) environment named `braun20parts` can be created\nand activated with:\n\n```bash\nconda env create -f environment.yaml\nconda activate braun20parts\n```\n\nClone the repo **with all it's submodules**\n\n```bash\ngit clone --recursive -j8 git@github.com:CompVis/unsupervised-part-segmentation.git\n```\n\n\n\n## Training\n\n1. For running experiments into the respective subfolders `deepfashion`, `cub` and `pennaction`.\n2. Experiments can be run using [edflow](https://github.com/edflow/edflow).\n\n```\nedflow -t xxx/\u003cconfig.yaml\u003e\n```\n### Data\n\n* The CUB dataset is the same as in [Lorenz19](https://arxiv.org/pdf/1903.06946.pdf), but we manually added semantic part segmentations and added them in the repo.\n\n## Evaluation\n\n1. baseline models with pretrained checkpoints on all datasets can be found in folder `baselines`\n2. evaluation scripts and notebooks can be found in folder `evaluation`\n\n## Pretrained Models\n\npretrained models can be found in the respective folder, under `train/checkpoints`\n\n## BibTex\n\n```\n@inproceedings{braun2020parts,\n  title={Unsupervised Part Discovery by Unsupervised Disentanglement},\n  author={Braun, Sandro and Esser, Patrick and Ommer, Bj{\\\"o}rn},\n  booktitle={Proceedings of the German Conference on Computer Vision},\n  year={2020}\n}\n```\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcompvis%2Funsupervised-part-segmentation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcompvis%2Funsupervised-part-segmentation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcompvis%2Funsupervised-part-segmentation/lists"}