{"id":15031693,"url":"https://github.com/star-clouds/centerface","last_synced_at":"2025-05-16T06:04:31.584Z","repository":{"id":46127920,"uuid":"208205783","full_name":"Star-Clouds/CenterFace","owner":"Star-Clouds","description":"face detection","archived":false,"fork":false,"pushed_at":"2021-11-12T03:44:00.000Z","size":28450,"stargazers_count":1289,"open_issues_count":31,"forks_count":356,"subscribers_count":45,"default_branch":"master","last_synced_at":"2024-10-29T22:32:33.906Z","etag":null,"topics":["anchor-free","face","face-detection","ncnn"],"latest_commit_sha":null,"homepage":"","language":"C++","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/Star-Clouds.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":"2019-09-13T06:08:32.000Z","updated_at":"2024-10-29T08:58:55.000Z","dependencies_parsed_at":"2022-08-04T10:30:39.498Z","dependency_job_id":null,"html_url":"https://github.com/Star-Clouds/CenterFace","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/Star-Clouds%2FCenterFace","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Star-Clouds%2FCenterFace/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Star-Clouds%2FCenterFace/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Star-Clouds%2FCenterFace/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Star-Clouds","download_url":"https://codeload.github.com/Star-Clouds/CenterFace/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247867362,"owners_count":21009240,"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":["anchor-free","face","face-detection","ncnn"],"created_at":"2024-09-24T20:16:20.665Z","updated_at":"2025-04-08T15:14:36.391Z","avatar_url":"https://github.com/Star-Clouds.png","language":"C++","funding_links":[],"categories":[],"sub_categories":[],"readme":"## CenterFace\n\n### Introduce \n\nCenterFace(size of 7.3MB) is a practical anchor-free face detection and alignment method for edge devices.\n\n ![image](results/bl4.jpg)   \n\n### Recent Update\n- `2019.09.13` CenterFace is released.\n\n### Environment\n\n- OpenCV 4.1.0\n- Numpy\n- Python3.6+\n\n### Accuracy\n\n- Results on val set of WIDER FACE:\n\nModel Version|Easy Set|Medium Set|Hard Set\n------|--------|----------|--------\nFaceBoxes|0.840 |0.766 |0.395\nFaceBoxes3.2×|0.798|0.802|0.715\nRetinaFace-mnet|0.896|0.871|0.681\nLFFD-v1|0.910|0.881|0.780\nLFFD-v2|0.837|0.835|0.729\nCenterFace|0.935|0.924|0.875\nCenterFace-small|0.931|0.924|0.870\n\n- Results on test set of WIDER FACE:\n\nModel Version|Easy Set|Medium Set|Hard Set\n------|--------|----------|--------\nFaceBoxes|0.839 |0.763 |0.396\nFaceBoxes3.2×|0.791|0.794|0.715\nRetinaFace-mnet|0.896|0.871|0.681\nLFFD-v1|0.910|0.881|0.780\nLFFD-v2|0.837|0.835|0.729\nCenterFace|0.932|0.921|0.873\n\n\u003e - **RetinaFace-mnet** is short for RetinaFace-MobileNet-0.25 from excellent work [insightface](https://github.com/deepinsight/insightface).\n\u003e - **LFFD-v1** is from prefect work [LFFD](https://github.com/YonghaoHe/A-Light-and-Fast-Face-Detector-for-Edge-Devices).\n\u003e - CenterFace/CenterFace-small evaluation is under MULTI-SCALE, FLIP. \n\u003e - For SIO(Single Inference on the Original) evaluation schema, CenterFace also produces 92.2% (Easy), 91.1% (Medium) and 78.2% (Hard) for validation set.\n\n- Results on FDDB:\n\nModel Version|Disc ROC curves score\n------|--------\nRetinaFace-mnet|96.0@1000\nLFFD-v1|97.3@1000\nLFFD-v2|97.2@1000\nCenterFace|97.9@1000\nCenterFace-small|98.1@1000\n\n### Inference Latency\n\n- Latency on NVIDIA RTX 2080TI:\n\nResolution-\u003e|640×480|1280×720(704)|1920×1080(1056)\n------------|-------|--------|---------\nRetinaFace-mnet|5.40ms|6.31ms|10.26ms\nLFFD-v1|7.24ms|14.58ms|28.36ms\nCenterFace|5.5ms|6.4ms|8.7ms\nCenterFace-small|4.4ms|5.7ms|7.3ms\n\n#### Results: Face as Point\n   \n ![image](results/box_lm.jpg)  \n \n ![image](results/bl3.jpg)    \n \n ![image](results/bl1.jpg)    \n\n\n### Discussion\n\n  Welcome to join in **QQ Group(229042802)** for more discussion, including but not limited to face detection, face anti-spoofing and so on.\n\n### Author\n - [ywlife](https://github.com/ywlife)\n - [SyGoing](https://github.com/SyGoing)\n - [MirrorYuChen](https://github.com/MirrorYuChen)\n\n###  Citation\nIf you benefit from our work in your research and product, please consider to cite the following related papers:\n```\n@inproceedings{CenterFace,\ntitle={CenterFace: Joint Face Detection and Alignment Using Face as Point},\nauthor={Xu, Yuanyuan and Yan, Wan and Sun, Haixin and Yang, Genke and Luo, Jiliang},\nbooktitle={arXiv:1911.03599},\nyear={2019}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstar-clouds%2Fcenterface","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fstar-clouds%2Fcenterface","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstar-clouds%2Fcenterface/lists"}