{"id":13499035,"url":"https://github.com/yasunorikudo/chainer-ResDrop","last_synced_at":"2025-03-29T03:32:14.882Z","repository":{"id":134642971,"uuid":"55680096","full_name":"yasunorikudo/chainer-ResDrop","owner":"yasunorikudo","description":"Deep Networks with Stochastic Depth implementation by Chainer","archived":false,"fork":false,"pushed_at":"2016-04-11T02:56:22.000Z","size":103,"stargazers_count":40,"open_issues_count":1,"forks_count":8,"subscribers_count":6,"default_branch":"master","last_synced_at":"2024-10-31T17:39:03.374Z","etag":null,"topics":["chainer","resdrop"],"latest_commit_sha":null,"homepage":"","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/yasunorikudo.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}},"created_at":"2016-04-07T09:05:24.000Z","updated_at":"2024-01-04T16:04:04.000Z","dependencies_parsed_at":null,"dependency_job_id":"aed66460-c814-46d1-ad87-3958e75b6c75","html_url":"https://github.com/yasunorikudo/chainer-ResDrop","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/yasunorikudo%2Fchainer-ResDrop","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yasunorikudo%2Fchainer-ResDrop/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yasunorikudo%2Fchainer-ResDrop/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yasunorikudo%2Fchainer-ResDrop/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/yasunorikudo","download_url":"https://codeload.github.com/yasunorikudo/chainer-ResDrop/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246135758,"owners_count":20729056,"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":["chainer","resdrop"],"created_at":"2024-07-31T22:00:27.126Z","updated_at":"2025-03-29T03:32:14.603Z","avatar_url":"https://github.com/yasunorikudo.png","language":"Python","funding_links":[],"categories":["Papers\u0026Codes","Preferred Networks Research","Deep Residual Learning"],"sub_categories":["Stochastic Depth ResNet","Computer Vision","Implementations"],"readme":"Deep Networks with Stochastic Depth implementation by Chainer\n========\n\nImplementation by Chainer. Original paper is [Deep Networks with Stochastic Depth](http://arxiv.org/abs/1603.09382).\n\nThis repository includes network definition scripts only.\n\nIf you want to train ResDrop from scratch, see [chainer sample code](https://github.com/pfnet/chainer/tree/master/examples/imagenet). \n\n# Requirements\n\n- [Chainer 1.5+](https://github.com/pfnet/chainer) (Neural network framework)\n\n\n# Usage\n\nIn python script, write:\n\n```\nfrom ResDrop152 import ResNet\nmodel = ResNet()\n```\n\n\n# Traning speed\n\nAbout 25% faster per iteration than ResNet with no layer drop.\n\n# Sample result\n\nI trained ResNet101 with layer drop and ResNet101 with no layer drop for PASCAL VOC Action dataset.\nResNet with layer drop improved the accuracy of test results about 4%.\n\n![](https://raw.githubusercontent.com/wiki/yasunorikudo/chainer-ResDrop/images/result.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyasunorikudo%2Fchainer-ResDrop","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyasunorikudo%2Fchainer-ResDrop","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyasunorikudo%2Fchainer-ResDrop/lists"}