{"id":44738553,"url":"https://github.com/satyaborg/pose-estimation-detection","last_synced_at":"2026-02-15T20:12:24.484Z","repository":{"id":39731228,"uuid":"141545535","full_name":"satyaborg/pose-estimation-detection","owner":"satyaborg","description":"Implementation of openpose with tensorflow \u0026 openCV for estimation of human poses \u0026 classification.","archived":false,"fork":false,"pushed_at":"2022-12-27T15:36:54.000Z","size":22009,"stargazers_count":51,"open_issues_count":9,"forks_count":17,"subscribers_count":3,"default_branch":"master","last_synced_at":"2023-03-08T23:01:47.227Z","etag":null,"topics":["image-classification","mobilenet","openpose","pose-estimation","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"PureBasic","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/satyaborg.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":"2018-07-19T08:05:42.000Z","updated_at":"2022-08-11T02:51:21.000Z","dependencies_parsed_at":"2023-01-31T04:45:09.596Z","dependency_job_id":null,"html_url":"https://github.com/satyaborg/pose-estimation-detection","commit_stats":null,"previous_names":[],"tags_count":null,"template":null,"template_full_name":null,"purl":"pkg:github/satyaborg/pose-estimation-detection","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/satyaborg%2Fpose-estimation-detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/satyaborg%2Fpose-estimation-detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/satyaborg%2Fpose-estimation-detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/satyaborg%2Fpose-estimation-detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/satyaborg","download_url":"https://codeload.github.com/satyaborg/pose-estimation-detection/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/satyaborg%2Fpose-estimation-detection/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29487982,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-15T19:29:10.908Z","status":"ssl_error","status_checked_at":"2026-02-15T19:29:10.419Z","response_time":118,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 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":["image-classification","mobilenet","openpose","pose-estimation","tensorflow"],"created_at":"2026-02-15T20:12:24.004Z","updated_at":"2026-02-15T20:12:24.479Z","avatar_url":"https://github.com/satyaborg.png","language":"PureBasic","funding_links":[],"categories":[],"sub_categories":[],"readme":"# pose-estimation-detection\n\nPose estimation \u0026 detection has been minimally implemented using the OpenPose implementation https://github.com/ildoonet/tf-pose-estimation with Tensorflow. For the binary classification of poses, namely the classes : sitting or standing, the model used, MobileNet (a CNN originally trained on the ImageNet Large Visual Recognition Challenge dataset), was retrained (final layer) on a dataset of ~1500 images of poses.\n\nThe model is able to estimate the human poses as well as classify the current pose to a fairly good degree of accuracy.\n\n### Demo\n\n**An alternative for improving the model along with deep learning is to include heuristics, in the form of calculation of the skeletal points’ relative distances from each other.**\n\n **FPS \u0026 estimation/detection varies with the CPU/GPU power.**\n \n### Training Examples\n\n- For sitting pose\n![alt text](/images/sitting.jpeg)\n\n- For standing pose\n![alt text](/images/standing.jpeg)\n\n### Dependencies\n\nThe following are required :\n\n- python3\n- tensorflow 1.9.0 (works well even with CPU version)\n- opencv3\n- slim\n- slidingwindow\n  - https://github.com/adamrehn/slidingwindow\n\n### Cloning \u0026 installing dependencies\n\n```bash\n$ git clone https://github.com/SyBorg91/pose-estimation-detection\n$ cd pose-estimation-detection\n$ pip3 install -r requirements.txt\n```\n\n### Pose Estimation with realtime webcam feed\n\n```\n$ python run_webcam.py --model=mobilenet_thin --resize=432x368 --camera=0\n```\n\nRun the above command to start pose estimation with the onboard webcam.\n\n## References\n\n### OpenPose\n\n[1] https://github.com/CMU-Perceptual-Computing-Lab/openpose\n\n[2] Training Codes : https://github.com/ZheC/Realtime_Multi-Person_Pose_Estimation\n\n[3] Custom Caffe by Openpose : https://github.com/CMU-Perceptual-Computing-Lab/caffe_train\n\n[4] Keras Openpose : https://github.com/michalfaber/keras_Realtime_Multi-Person_Pose_Estimation\n\n[5] Keras Openpose2 : https://github.com/kevinlin311tw/keras-openpose-reproduce\n\n### Lifting from the deep\n\n[1] Arxiv Paper : https://arxiv.org/abs/1701.00295\n\n[2] https://github.com/DenisTome/Lifting-from-the-Deep-release\n\n### Mobilenet\n\n[1] Original Paper : https://arxiv.org/abs/1704.04861\n\n[2] Pretrained model (Pose estimation) : https://github.com/tensorflow/models/blob/master/slim/nets/mobilenet_v1.md\n\n[3] Retrained model (Pose detection) : https://codelabs.developers.google.com/codelabs/tensorflow-for-poets/\n\n### Libraries\n\n[1] Tensorpack : https://github.com/ppwwyyxx/tensorpack\n\n### Tensorflow Tips\n\n[1] Freeze graph : https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/tools/freeze_graph.py\n\n[2] Optimize graph : https://codelabs.developers.google.com/codelabs/tensorflow-for-poets-2\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsatyaborg%2Fpose-estimation-detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsatyaborg%2Fpose-estimation-detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsatyaborg%2Fpose-estimation-detection/lists"}