{"id":21240984,"url":"https://github.com/abhineet123/deep_mdp","last_synced_at":"2025-03-15T03:44:22.385Z","repository":{"id":83250871,"uuid":"484171323","full_name":"abhineet123/deep_mdp","owner":"abhineet123","description":"Deep MDP: A Modular Framework for Multi-Object Tracking","archived":false,"fork":false,"pushed_at":"2022-05-19T00:55:45.000Z","size":5756,"stargazers_count":2,"open_issues_count":0,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-01-21T19:38:49.083Z","etag":null,"topics":["deep-learning","deep-neural-networks","markov-decision-processes","multi-object-tracking","object-tracker","object-tracking","siamese-network","siamese-neural-network","siamese-tracker","tracking"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/2310.14294","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/abhineet123.png","metadata":{"files":{"readme":"README.md","changelog":"history.py","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,"roadmap":null,"authors":null,"dei":null}},"created_at":"2022-04-21T18:58:36.000Z","updated_at":"2023-11-08T09:20:54.000Z","dependencies_parsed_at":"2023-03-01T02:45:57.713Z","dependency_job_id":null,"html_url":"https://github.com/abhineet123/deep_mdp","commit_stats":null,"previous_names":["abhineet123/deep_mdp"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abhineet123%2Fdeep_mdp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abhineet123%2Fdeep_mdp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abhineet123%2Fdeep_mdp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abhineet123%2Fdeep_mdp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/abhineet123","download_url":"https://codeload.github.com/abhineet123/deep_mdp/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243680999,"owners_count":20330155,"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","deep-neural-networks","markov-decision-processes","multi-object-tracking","object-tracker","object-tracking","siamese-network","siamese-neural-network","siamese-tracker","tracking"],"created_at":"2024-11-21T00:54:03.836Z","updated_at":"2025-03-15T03:44:22.364Z","avatar_url":"https://github.com/abhineet123.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003c!-- No Heading Fix --\u003e\n\nWelcome to the home of **Deep MDP**  - a fast, modular and parallelized Python implementation of the [MDP framework](https://github.com/yuxng/MDP_Tracking) for Multi-Object Tracking with added support for deep learning. \n\n\u003c!-- MarkdownTOC --\u003e\n\n- [Python dependencies](#python_dependencies_)\n- [Installation in Linux](#installation_in_linu_x_)\n    - [imbalanced-dataset-sampler](#imbalanced_dataset_sample_r_)\n    - [libsvm](#libsv_m_)\n    - [C_modules](#c_modules_)\n- [Installation in Windows](#installation_in_window_s_)\n\n\u003c!-- /MarkdownTOC --\u003e\n\n\u003ca id=\"python_dependencies_\"\u003e\u003c/a\u003e\n# Python dependencies\n\n```\npip3 install xlwt\n```\n\n\u003ca id=\"installation_in_linu_x_\"\u003e\u003c/a\u003e\n# Installation in Linux\n\n\u003ca id=\"imbalanced_dataset_sample_r_\"\u003e\u003c/a\u003e\n## imbalanced-dataset-sampler \n\n```\ncd models/thirdparty/imbalanced-dataset-sampler \u0026\u0026 python3 setup.py install\n\n```\n\n\u003ca id=\"libsv_m_\"\u003e\u003c/a\u003e\n## libsvm\n\n * install [libsvm](https://www.csie.ntu.edu.tw/~cjlin/libsvm/):\n```\ncd models/thirdparty/libsvm-3.23/python\n\nmake\n\ncp ../libsvm.so.2 /usr/local/lib\nmkdir ../../../libsvm\nmkdir ../../../libsvm/linux\ncp ../libsvm.so.2 ../../../libsvm/linux\n\nmkdir ../../../libsvm\nmkdir ../../../libsvm/linux\ncp ../libsvm.so.2 ../../../libsvm/linux/libsvm.so.2\n\ncd -\n\n```\n\n\u003ca id=\"c_modules_\"\u003e\u003c/a\u003e\n## C_modules\n\n```\ncd cmodules \u0026\u0026 mkdir build \u0026\u0026 cd build\n \ncmake ..\n \nsudo make install\n```\n\n\n\u003ca id=\"installation_in_window_s_\"\u003e\u003c/a\u003e\n# Installation in Windows\n\n * install [libsvm](https://www.csie.ntu.edu.tw/~cjlin/libsvm/) by following the instructions [here](https://stackoverflow.com/a/32358275) and [here](https://stackoverflow.com/a/12877497)\n\n * install [cmake](https://cmake.org/)\n\n* install Visual Studio 2015 by following instructions [here](https://stackoverflow.com/a/44290942)\n\n* install [OpenCV](https://opencv.org/) by following the instructions [here](https://docs.opencv.org/3.2.0/d3/d52/tutorial_windows_install.html)\n\n* installation using pre built binaries is not guaranteed to work so build from source if cmake does not find OpenCV in the next step\n\n* create an environment variable called `OpenCV_DIR` pointing to the OpenCV installation or build folder containing the `OpenCVConfig.cmake` file\n\n* create folder `tracking_module/cmodules/build` and run `cmake ..` from there\n\n* Open `MDP.sln` in Visual Studio, change build type to `Release` from `Debug`, right click on `All Build` in the Solution Explorer and select `Build`\n\n* Once this completes, right click on `INSTALL` in the Solution Explorer and select `Build`\n\n\n\n\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabhineet123%2Fdeep_mdp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fabhineet123%2Fdeep_mdp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabhineet123%2Fdeep_mdp/lists"}