{"id":21982159,"url":"https://github.com/matin-ghorbani/age_estimation","last_synced_at":"2025-10-12T12:23:33.796Z","repository":{"id":236778197,"uuid":"786181180","full_name":"matin-ghorbani/Age_Estimation","owner":"matin-ghorbani","description":"Age Estimation","archived":false,"fork":false,"pushed_at":"2024-05-17T12:47:41.000Z","size":2031,"stargazers_count":10,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-11-29T17:25:53.783Z","etag":null,"topics":["age-estimation","age-prediction","deep-learning","face-detection","image-processing","utkface-dataset","video-processing"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/matin-ghorbani.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-04-13T17:01:57.000Z","updated_at":"2024-10-07T18:03:12.000Z","dependencies_parsed_at":"2024-04-28T15:30:38.832Z","dependency_job_id":"df9817c7-b82a-4ac2-ab7e-303c8962dda1","html_url":"https://github.com/matin-ghorbani/Age_Estimation","commit_stats":null,"previous_names":["matin-ghorbani/age_estimation"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/matin-ghorbani%2FAge_Estimation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/matin-ghorbani%2FAge_Estimation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/matin-ghorbani%2FAge_Estimation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/matin-ghorbani%2FAge_Estimation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/matin-ghorbani","download_url":"https://codeload.github.com/matin-ghorbani/Age_Estimation/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":235964202,"owners_count":19073473,"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":["age-estimation","age-prediction","deep-learning","face-detection","image-processing","utkface-dataset","video-processing"],"created_at":"2024-11-29T17:22:34.088Z","updated_at":"2025-10-10T15:30:20.058Z","avatar_url":"https://github.com/matin-ghorbani.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Age Estimation\n## This task solved with this repo\n- Age Estimation: I trained a regression model on [UTKFace Dataset](https://www.kaggle.com/jangedoo/utkface-new) to estimate a person's age based on human facial appearance, using ResNet50 convolutional neural network\n\n## How to install\n### Run this command:\n```bash\npip install -r requirements.txt\n```\n#### ***You can also download my age estimator model from [here](https://drive.google.com/file/d/1-AV5YBOrg1QjalfOzf4-kZrj4xD6NzP_/view?usp=sharing)***\n*Traning Information:*\n- Validation Loss: *5.6115*\n- Training Loss: *2.4291*\n\n## How to process on an image:\n#### *Note: I used OpenCV cascading to detect faces. You can use any other face detector.*\n### Run this command\n```bash\npython3 processing_on_image.py --img YOUR_IMAGE.JPG\n```\n#### You can also see the other arguments of it with this command\n```bash\npython processing_on_image.py --help\n```\n*For Example:*\n- *`--model`*: The age estimator model file path **default:***`weights/best_age_estimator_resnet.h5`*\n- *`--draw, --no-draw`*: You can draw bounding boxes on the image. **default:***`True`*\n- *`--show, --no-show`*: You can see the result by this command **default:***`True`*\n- *`--save, --no-save`*: You can save the result by this command **default:***`True`*\n\n### Result of age estimator on Messi image:\n![Result Of Identification](./io/outputs/output.jpg)\n\n\n## How to process on a video:\n### Run this command\n```bash\npython3 main.py --source YOUR_VIDEO_PATH OR CAMERA_ID\n```\n#### You can also see the other arguments of it with this command\n```bash\npython main.py --help\n```\n*For Example:*\n- *`--model`*: The age estimator model file path **default:***`weights/best_age_estimator_resnet.h5`*\n- *`--draw, --no-draw`*: You can draw bounding boxes on the image. **default:***`True`*\n\n### Result of age estimator on Messi image:\n\u003c!-- TODO: change it to a gif --\u003e\n![Result Of Identification](./io/outputs/result.gif)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmatin-ghorbani%2Fage_estimation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmatin-ghorbani%2Fage_estimation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmatin-ghorbani%2Fage_estimation/lists"}