{"id":13643223,"url":"https://github.com/SsisyphusTao/Object-Detection-Knowledge-Distillation","last_synced_at":"2025-04-21T01:32:09.020Z","repository":{"id":37420426,"uuid":"262749667","full_name":"SsisyphusTao/Object-Detection-Knowledge-Distillation","owner":"SsisyphusTao","description":"An Object Detection Knowledge Distillation framework powered by pytorch, now having SSD and yolov5.","archived":false,"fork":false,"pushed_at":"2022-02-07T12:06:47.000Z","size":643,"stargazers_count":217,"open_issues_count":12,"forks_count":51,"subscribers_count":6,"default_branch":"dev","last_synced_at":"2024-11-09T15:42:19.304Z","etag":null,"topics":["deep-learning","knowledge-distillation","object-detection","pytorch","ssd","yolov5"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/SsisyphusTao.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":"2020-05-10T09:09:53.000Z","updated_at":"2024-10-07T09:45:23.000Z","dependencies_parsed_at":"2022-07-15T21:17:24.365Z","dependency_job_id":null,"html_url":"https://github.com/SsisyphusTao/Object-Detection-Knowledge-Distillation","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/SsisyphusTao%2FObject-Detection-Knowledge-Distillation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SsisyphusTao%2FObject-Detection-Knowledge-Distillation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SsisyphusTao%2FObject-Detection-Knowledge-Distillation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SsisyphusTao%2FObject-Detection-Knowledge-Distillation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SsisyphusTao","download_url":"https://codeload.github.com/SsisyphusTao/Object-Detection-Knowledge-Distillation/tar.gz/refs/heads/dev","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249982579,"owners_count":21355724,"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":["deep-learning","knowledge-distillation","object-detection","pytorch","ssd","yolov5"],"created_at":"2024-08-02T01:01:44.111Z","updated_at":"2025-04-21T01:32:08.437Z","avatar_url":"https://github.com/SsisyphusTao.png","language":"Python","funding_links":[],"categories":["Lighter and Deployment Frameworks"],"sub_categories":[],"readme":"# Object Detection Knowledge Distillation(ODKD)\n\n![version](https://img.shields.io/badge/version-beta_0.0.1-brightgreen.svg)\n![coverage](https://codecov.io/github/SsisyphusTao/SSD-Knowledge-Distillation/coverage.svg?branch=dev)\n\nThe function of this branch is not complete. For [ssd](https://github.com/SsisyphusTao/SSD-Knowledge-Distillation/tree/mbv2-lite) and [yolov5](https://github.com/SsisyphusTao/Object-Detection-Knowledge-Distillation/tree/yolov5) distillation, checking other branches. \n\nRelease edition is coming Soon...\n\n## Update\n\n1. The first edition is the refactor of branch [mbv2-lite](https://github.com/SsisyphusTao/SSD-Knowledge-Distillation/tree/mbv2-lite), which is an implementation of Chen, G. et al. (2017) [‘Learning efficient object detection models with knowledge distillation’](http://papers.nips.cc/paper/6676-learning-efficient-object-detection-models-with-knowledge-distillation.pdf) with **SSD-lite** structure.\n\n2. Replace part of code with pytorch api which has same functionality.\n\n3. Very friendly beginner guidance.\n\n4. System Architecture\n\n![odkd](http://assets.processon.com/chart_image/6198ae621efad406f87a16ec.png)\n\n## Useage\n```\n$ python setup.py install --user\n\n$ odkd-train ./training_config.yml -t\n\n$ odkd-train training_config.yml\nor\n$ python -m torch.distributed.launch --nproc_per_node=2 `which odkd-train` training_config.yml\n\n$ odkd-eval ${CHECKPOINTS_PATH}/${RUN_INDEX}/config.yml\n```\n\n## TODO\n\n- Evaluation Module\n\n- LOG Module\n\n- Coco dataset support\n\n- Yolov5 distillation\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FSsisyphusTao%2FObject-Detection-Knowledge-Distillation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FSsisyphusTao%2FObject-Detection-Knowledge-Distillation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FSsisyphusTao%2FObject-Detection-Knowledge-Distillation/lists"}