{"id":19767406,"url":"https://github.com/tusimple/sparse-structure-selection","last_synced_at":"2025-04-30T15:33:10.982Z","repository":{"id":68971826,"uuid":"130162135","full_name":"TuSimple/sparse-structure-selection","owner":"TuSimple","description":null,"archived":false,"fork":false,"pushed_at":"2018-07-17T03:47:04.000Z","size":284,"stargazers_count":87,"open_issues_count":0,"forks_count":21,"subscribers_count":8,"default_branch":"master","last_synced_at":"2025-04-17T03:05:14.428Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/TuSimple.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}},"created_at":"2018-04-19T05:11:01.000Z","updated_at":"2024-07-25T07:01:01.000Z","dependencies_parsed_at":null,"dependency_job_id":"d5287a9f-d41d-4550-b891-7531245070a3","html_url":"https://github.com/TuSimple/sparse-structure-selection","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/TuSimple%2Fsparse-structure-selection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TuSimple%2Fsparse-structure-selection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TuSimple%2Fsparse-structure-selection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TuSimple%2Fsparse-structure-selection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/TuSimple","download_url":"https://codeload.github.com/TuSimple/sparse-structure-selection/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251732378,"owners_count":21634768,"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":[],"created_at":"2024-11-12T04:29:36.772Z","updated_at":"2025-04-30T15:33:10.592Z","avatar_url":"https://github.com/TuSimple.png","language":"Python","readme":"# sparse-structure-selection\n\nThis code is a re-implementation of the imagenet classification experiments in the paper [Data-Driven Sparse Structure Selection for Deep Neural Networks\n](https://arxiv.org/abs/1707.01213) (ECCV2018).\n\n\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"docs/sss.png\" width=\"700px\" /\u003e\n\u003c/div\u003e\n\n## Citation\nIf you use our code in your research or wish to refer to the baseline results, please use the following BibTeX entry.\n```\n@article{SSS2018\n  author =   {Zehao Huang and Naiyan Wang},\n  title =    {Data-Driven Sparse Structure Selection for Deep Neural Networks},\n  journal =  {ECCV},\n  year =     {2018}\n}\n```\n\n## Implementation\nThis code is implemented by a modified [MXNet](https://github.com/huangzehao/incubator-mxnet-bk) which supports [ResNeXt-like](https://github.com/facebookresearch/ResNeXt) augmentation. (This version of MXNet does not support cudnn7)\n\n## ImageNet data preparation\nDownload the [ImageNet](http://image-net.org/download-images) dataset and create pass through rec (following [tornadomeet's repository](https://github.com/tornadomeet/ResNet#imagenet) but using unchange mode)\n\n## Run\n- modify ```config/cfgs.py```\n- ```python train.py```\n\n## Results on ImageNet-1k\n\u003cdiv align=\"left\"\u003e\n  \u003cimg src=\"docs/params.png\" width=\"350px\" /\u003e\n  \u003cimg src=\"docs/flops.png\" width=\"350px\" /\u003e\n\u003c/div\u003e\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftusimple%2Fsparse-structure-selection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftusimple%2Fsparse-structure-selection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftusimple%2Fsparse-structure-selection/lists"}