{"id":13499068,"url":"https://github.com/gustavla/fractalnet","last_synced_at":"2025-04-24T14:32:54.167Z","repository":{"id":41844740,"uuid":"61153692","full_name":"gustavla/fractalnet","owner":"gustavla","description":"FractalNet: A fractal-based neural network architecture","archived":false,"fork":false,"pushed_at":"2017-10-11T10:58:44.000Z","size":10,"stargazers_count":151,"open_issues_count":5,"forks_count":45,"subscribers_count":20,"default_branch":"master","last_synced_at":"2025-04-03T06:42:06.546Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"http://people.cs.uchicago.edu/~larsson/fractalnet/","language":"C++","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/gustavla.png","metadata":{"files":{"readme":"README.rst","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":"2016-06-14T20:30:02.000Z","updated_at":"2024-09-22T15:42:49.000Z","dependencies_parsed_at":"2022-08-28T03:01:12.365Z","dependency_job_id":null,"html_url":"https://github.com/gustavla/fractalnet","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/gustavla%2Ffractalnet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gustavla%2Ffractalnet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gustavla%2Ffractalnet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gustavla%2Ffractalnet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/gustavla","download_url":"https://codeload.github.com/gustavla/fractalnet/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250643610,"owners_count":21464211,"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":"2024-07-31T22:00:27.957Z","updated_at":"2025-04-24T14:32:53.947Z","avatar_url":"https://github.com/gustavla.png","language":"C++","funding_links":[],"categories":["Papers\u0026Codes"],"sub_categories":["FractalNet"],"readme":"FractalNet\n==========\n\nA fractal-based neural network architecture:\n\n* `Project page \u003chttp://people.cs.uchicago.edu/~larsson/fractalnet/\u003e`__\n* `arXiv paper \u003chttps://arxiv.org/abs/1605.07648\u003e`__\n\nDrop-path\n---------\nWe provide a reference implementation for the elementwise-mean layer with local\ndrop-path. There is still no public release of local+global, but we suggest\nimplementing this through tying weights. \n\nCaffe\n~~~~~\nSee the ``caffe`` directory for code and more information.\n\nFractal pattern generation\n--------------------------\nWiring up a fractal network manually would take hours, so we provide simple\nPython scripts that will do it for you. See the ``generation`` directory for\ncode and more information.\n\nData augmentation\n-----------------\nWe use a Python layer in Caffe to implement data augmentation. It is not yet\navailable here.\n\nCite\n----\nIf this is useful to you, please consider citing us::\n\n    @article{larsson2016fractalnet,\n      title={FractalNet: Ultra-Deep Neural Networks without Residuals},\n      author={Larsson, Gustav and Maire, Michael and Shakhnarovich, Gregory},\n      journal={arXiv preprint arXiv:1605.07648},\n      year={2016}\n    }\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgustavla%2Ffractalnet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgustavla%2Ffractalnet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgustavla%2Ffractalnet/lists"}