{"id":28212266,"url":"https://github.com/liwentomng/boxlevelset","last_synced_at":"2025-06-11T08:31:03.747Z","repository":{"id":45713976,"uuid":"435083133","full_name":"LiWentomng/boxlevelset","owner":"LiWentomng","description":"The code for \"Box-supervised Instance Segmentation with Level Set Evolution(ECCV2022)\"","archived":false,"fork":false,"pushed_at":"2023-07-20T09:17:24.000Z","size":35033,"stargazers_count":196,"open_issues_count":10,"forks_count":26,"subscribers_count":5,"default_branch":"main","last_synced_at":"2025-05-17T18:11:19.641Z","etag":null,"topics":["box-segmentation","box-supervised","instance-segmentation","levelset"],"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/LiWentomng.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}},"created_at":"2021-12-05T05:36:23.000Z","updated_at":"2025-05-11T07:33:58.000Z","dependencies_parsed_at":"2023-02-01T02:30:29.031Z","dependency_job_id":null,"html_url":"https://github.com/LiWentomng/boxlevelset","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/LiWentomng%2Fboxlevelset","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LiWentomng%2Fboxlevelset/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LiWentomng%2Fboxlevelset/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LiWentomng%2Fboxlevelset/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/LiWentomng","download_url":"https://codeload.github.com/LiWentomng/boxlevelset/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LiWentomng%2Fboxlevelset/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":259229939,"owners_count":22825298,"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":["box-segmentation","box-supervised","instance-segmentation","levelset"],"created_at":"2025-05-17T18:10:45.970Z","updated_at":"2025-06-11T08:31:03.739Z","avatar_url":"https://github.com/LiWentomng.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Box-supervised Instance Segmentation via Level Set Evolution \n\u003e [Wentong Li](https://cslwt.github.io/), Wenyu Liu, [Jianke Zhu](https://person.zju.edu.cn/jkzhu), Miaomiao Cui, [Xiansheng Hua](https://scholar.google.com.hk/citations?user=6G-l4o0AAAAJ\u0026hl=zh-CN\u0026oi=ao) and [Lei Zhang](https://www4.comp.polyu.edu.hk/~cslzhang/)  \n**[Paper](https://arxiv.org/pdf/2207.09055.pdf) (arXiv).**\n\u003e **ECCV2022.**\n\n\u003cimg src=\"./docs/boxlevelset.png\" width=\"800px\"\u003e\n\n## _News_\n\n- Inspired by our boxlevelset, [BoxSnake](https://github.com/Yangr116/BoxSnake) is developed. Please see the paper for the details.\n  \n- We develop **[BoxInstSeg](https://github.com/LiWentomng/BoxInstSeg)**, which is a toolbox for box-supervised instance segmentation. More methods (e.g. BoxInst, DiscoBox, Box2Mask) are updated in it. This **[survey repo](https://github.com/LiWentomng/Box-supervised-instance-segmentation)** will update the methods on _box-supervised instance segmentation._\n\n- We extend our work to [Box2Mask](https://arxiv.org/pdf/2212.01579.pdf) to obtain the powerful performance, which build our method on CNN-based (Box2Mask-C) and Transformer-based (Box2Mask-T) frameworks. Please see our [paper](https://arxiv.org/pdf/2212.01579.pdf) (arXiv) for details.  **_The codes and pretrained models for Box2Mask are released in [BoxInstSeg](https://github.com/LiWentomng/BoxInstSeg)._**\n\n\n## \n\n \u003e Visual performance on COCO of our Transformer-based method(Box2Mask-T).\n \u003cimg src=\"./docs/coco_vis.png\" width=\"800px\"\u003e\n\n   \n## Model Zoo\n- This code is for our eccv version paper. The pretrained models are in [model_zoo](https://github.com/LiWentomng/boxlevelset/blob/main/docs/model_zoo.md).\n\n- The codes and pretrained models for *Box2Mask* are availble in [BoxInstSeg](https://github.com/LiWentomng/BoxInstSeg).\n\n## Installation\n\nThis implementation is based on [MMdetection](https://github.com/open-mmlab/mmdetection).\nPlease refer to [install.md](./docs/install.md) for detailed installation.\n\n\n## Getting Started \nPlease see [getting_started.md](./docs/get_started.md) for models `training` and `inference`.\n\n\n## Citation\n\n\n```BibTeX\n@inproceedings{li2022box,\n  title={Box-supervised Instance Segmentation with Level Set Evolution},\n  author={Wentong Li, Wenyu Liu, Jianke Zhu,  Miaomiao Cui,  Xiansheng Hua and Lei Zhang},\n  booktitle={European Conference on Computer Vision},\n  pages={1--18},\n  year={2022}\n}\n```\n\n```BibTeX\n@article{li2022box2mask,\n  title={Box2Mask: Box-supervised Instance Segmentation via Level Set Evolution},\n  author={Wentong Li, Wenyu Liu, Jianke Zhu,  Miaomiao Cui, Risheng Yu, Xiansheng Hua and Lei Zhang},\n  journal={arXiv},\n  year={2022}\n}\n```\n\n## More\n**This **[repo](https://github.com/LiWentomng/Box-supervised-instance-segmentation)** will update the **survey** of _box-supervised instance segmentation._**\n\n\n### License\n\nThis project is licensed under the Apache License 2.0. \n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fliwentomng%2Fboxlevelset","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fliwentomng%2Fboxlevelset","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fliwentomng%2Fboxlevelset/lists"}