{"id":25534810,"url":"https://github.com/rodrigocmoraes/face_recognition","last_synced_at":"2025-04-11T13:24:36.607Z","repository":{"id":204366826,"uuid":"167874087","full_name":"RodrigoCMoraes/face_recognition","owner":"RodrigoCMoraes","description":"Face Recognition with MTCNN","archived":false,"fork":false,"pushed_at":"2019-10-27T19:01:06.000Z","size":178,"stargazers_count":10,"open_issues_count":0,"forks_count":11,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-14T15:07:23.634Z","etag":null,"topics":["detect-faces","face-recognition","faces","mtcnn","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","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/RodrigoCMoraes.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}},"created_at":"2019-01-28T00:16:02.000Z","updated_at":"2023-11-06T09:42:24.000Z","dependencies_parsed_at":null,"dependency_job_id":"d2537ea3-69a4-4872-a27b-742355a1b48a","html_url":"https://github.com/RodrigoCMoraes/face_recognition","commit_stats":null,"previous_names":["rodrigocmoraes/face_recognition"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RodrigoCMoraes%2Fface_recognition","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RodrigoCMoraes%2Fface_recognition/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RodrigoCMoraes%2Fface_recognition/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RodrigoCMoraes%2Fface_recognition/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/RodrigoCMoraes","download_url":"https://codeload.github.com/RodrigoCMoraes/face_recognition/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239772018,"owners_count":19694365,"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":["detect-faces","face-recognition","faces","mtcnn","tensorflow"],"created_at":"2025-02-20T03:29:02.158Z","updated_at":"2025-02-20T03:29:02.838Z","avatar_url":"https://github.com/RodrigoCMoraes.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Status of project: ON GOING\n\n# Face Recognition\nThis project is based on [MTCNN](https://github.com/ipazc/mtcnn) and pretend to work with Face Recognition, where faces might has oclusion of its parts.\n\n![Demo](https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/demo_faces.jpg)\n\n# Features implemented:\n* Detect faces\n* Draw ROI in faces\n* Save faces detected\n* Calculate time of operations\n\n# Features to be implemented:\n* Augment face images ([TensorFlow](https://github.com/tensorflow/tensorflow))\n* Extract features(embeddings) from augmented images([FaceNet](https://github.com/davidsandberg/facenet))\n* Train classifier to recognize people([KNN CUDA](https://github.com/chrischoy/knn_cuda))\n\n# Setup used for generate this code:\n* For Windows and Linux are used latest Python from [Anaconda](https://www.anaconda.com/download/#linux)\n* SO versions: Windows 10 x64 Pro and Linux Mint and Ubuntu 19 x64\n* Conda environment with commands:\n ```\n # create environment\n conda create -f environment.yml\n \n # activate environment\n conda activate face_recognition\n ```\n# Demo\n1. Clone this repository\n2. Create environment\n3. Install dependencies on environment\n4. Execute script mtcnn_demo.py\n```\npython mtcnn_demo.py\n```\n\n## Expected Terminal output\n```\n(load_detector) time: 0.89s \n(load_image) time: 1.29s \n(detect_faces) time: 0.40s \n3468 \n(write_image) time: 0.00s \n4800 \n(write_image) time: 0.00s \n4107 \n(write_image) time: 0.00s \n3675 \n(write_image) time: 0.00s \n3888 \n(write_image) time: 0.00s \n3468 \n(write_image) time: 0.00s \n4332 \n(write_image) time: 0.00s \n3072 \n(write_image) time: 0.00s \n4107 \n(write_image) time: 0.00s \n3888 \n(write_image) time: 0.00s \n2700 \n(write_image) time: 0.00s \n(crop_faces) time: 0.00s \n(draw_faces) time: 0.00s \n(write_image) time: 0.00s\n```\n## Expected output images:\n![Demo](https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/demo_faces.jpg)\n\n| | | | |\n|:-------------------------:|:-------------------------:|:-------------------------:|:-------------------------:|\n|\u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_0.jpg\"\u003e | \u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_3.jpg\"\u003e|\u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_6.jpg\"\u003e|\u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_9.jpg\"\u003e|\n|\u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_1.jpg\"\u003e | \u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_4.jpg\"\u003e|\u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_7.jpg\"\u003e|\u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_10.jpg\"\u003e|\n|\u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_2.jpg\"\u003e | \u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_5.jpg\"\u003e|\u003cimg width=\"80\" src=\"https://github.com/RodrigoCMoraes/face_recognition/blob/master/img/face_8.jpg\"\u003e||\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frodrigocmoraes%2Fface_recognition","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frodrigocmoraes%2Fface_recognition","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frodrigocmoraes%2Fface_recognition/lists"}