{"id":15645099,"url":"https://github.com/ducha-aiki/lsuv-pytorch","last_synced_at":"2025-08-22T06:15:58.001Z","repository":{"id":40275145,"uuid":"97714470","full_name":"ducha-aiki/LSUV-pytorch","owner":"ducha-aiki","description":"Simple implementation of the LSUV initialization in PyTorch","archived":false,"fork":false,"pushed_at":"2024-01-16T11:56:24.000Z","size":9349,"stargazers_count":58,"open_issues_count":1,"forks_count":9,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-04-19T01:31:44.011Z","etag":null,"topics":["cnn","convolutional-networks","convolutional-neural-networks","deeplearning","initialization","lsuv","lsuv-initialization","pytorch"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-2-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ducha-aiki.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-07-19T12:38:55.000Z","updated_at":"2024-02-06T09:18:28.000Z","dependencies_parsed_at":"2024-10-03T12:08:27.336Z","dependency_job_id":"851f1a47-8441-4b4b-95c6-33c0721d57d9","html_url":"https://github.com/ducha-aiki/LSUV-pytorch","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/ducha-aiki%2FLSUV-pytorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ducha-aiki%2FLSUV-pytorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ducha-aiki%2FLSUV-pytorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ducha-aiki%2FLSUV-pytorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ducha-aiki","download_url":"https://codeload.github.com/ducha-aiki/LSUV-pytorch/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251687450,"owners_count":21627574,"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":["cnn","convolutional-networks","convolutional-neural-networks","deeplearning","initialization","lsuv","lsuv-initialization","pytorch"],"created_at":"2024-10-03T12:04:30.742Z","updated_at":"2025-04-30T11:14:54.521Z","avatar_url":"https://github.com/ducha-aiki.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Layer-sequential unit-variance (LSUV) initialization for PyTorch\n\n# NEW repo: [ducha-aiki/lsuv](https://github.com/ducha-aiki/lsuv)\n\n```\npip install lsuv\n```\n\nThis is sample code for LSUV and initializations, implemented in python script within PyTorch framework. \n\nUsage:\n\n    from LSUV import LSUVinit\n    ...\n    model = LSUVinit(model,data)\n\nSee detailed example in [example.py](example.py)\n\nLSUV initialization is described in:\n\nMishkin, D. and Matas, J.,(2015). All you need is a good init. ICLR 2016 [arXiv:1511.06422](http://arxiv.org/abs/1511.06422).\n\nOriginal Caffe implementation  [https://github.com/ducha-aiki/LSUVinit](https://github.com/ducha-aiki/LSUVinit)\n\nTorch re-implementation [https://github.com/yobibyte/torch-lsuv](https://github.com/yobibyte/torch-lsuv)\n\nKeras implementation: [https://github.com/ducha-aiki/LSUV-keras](https://github.com/ducha-aiki/LSUV-keras)\n\n**New!** Thinc re-implementation [LSUV-thinc](https://github.com/explosion/thinc/blob/e653dd3dfe91f8572e2001c8943dbd9b9401768b/thinc/neural/_lsuv.py)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fducha-aiki%2Flsuv-pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fducha-aiki%2Flsuv-pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fducha-aiki%2Flsuv-pytorch/lists"}