{"id":13499032,"url":"https://github.com/nutszebra/resnet_in_resnet","last_synced_at":"2025-03-29T03:32:16.620Z","repository":{"id":201706579,"uuid":"76727512","full_name":"nutszebra/resnet_in_resnet","owner":"nutszebra","description":"Implementation of Residual Networks In Residual Networks by chainer (Resnet in Resnet: Generalizing Residual Architectures: https://arxiv.org/abs/1603.08029)","archived":false,"fork":false,"pushed_at":"2017-01-19T02:20:54.000Z","size":114,"stargazers_count":3,"open_issues_count":0,"forks_count":3,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-10-31T17:39:06.679Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/nutszebra.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":"2016-12-17T14:05:54.000Z","updated_at":"2019-01-18T02:39:07.000Z","dependencies_parsed_at":null,"dependency_job_id":"bdc8917d-6a0c-4cd4-9c20-022f2cbc28a3","html_url":"https://github.com/nutszebra/resnet_in_resnet","commit_stats":null,"previous_names":["nutszebra/resnet_in_resnet"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nutszebra%2Fresnet_in_resnet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nutszebra%2Fresnet_in_resnet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nutszebra%2Fresnet_in_resnet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nutszebra%2Fresnet_in_resnet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nutszebra","download_url":"https://codeload.github.com/nutszebra/resnet_in_resnet/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246135766,"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":[],"created_at":"2024-07-31T22:00:26.885Z","updated_at":"2025-03-29T03:32:16.370Z","avatar_url":"https://github.com/nutszebra.png","language":"Python","funding_links":[],"categories":["Papers\u0026Codes"],"sub_categories":["RiR"],"readme":"# What's this\nImplementation of Residual Networks In Residual Networks by chainer  \n\n# Dependencies\n\n    git clone https://github.com/nutszebra/resnet_in_resnet.git\n    cd resnet_in_resnet\n    git submodule init\n    git submodule update\n\n# How to run\n    python main.py -p ./ -g 0 \n\n\n# Details about my implementation\nAll hyperparameters and network architecture are the same as in [[1]][Paper] except for some parts.  \n* Data augmentation  \nTrain: Pictures are randomly resized in the range of [32, 36], then 32x32 patches are extracted randomly and are normalized locally. Horizontal flipping is applied with 0.5 probability.  \nTest: Pictures are resized to 32x32, then they are normalized locally. Single image test is used to calculate total accuracy.  \n\n* Learning rate  \nInitial learning rate is 0.1. Learning rate is divided by 5 at [150, 225] and I totally run 300 epochs.\n\n\n# Cifar10 result\n\n| network              | total accuracy (%) |\n|:---------------------|-------------------:|\n| 18-layer + wide RiR  | 94.99              |\n| my implementation    | 94.43               |\n\n\u003cimg src=\"https://github.com/nutszebra/resnet_in_resnet/blob/master/loss.jpg\" alt=\"loss\" title=\"loss\"\u003e\n\u003cimg src=\"https://github.com/nutszebra/resnet_in_resnet/blob/master/accuracy.jpg\" alt=\"total accuracy\" title=\"total accuracy\"\u003e\n\n\n# Reference\nResnet in Resnet: Generalizing Residual Architectures [[1]][Paper]\n\n[paper]: https://arxiv.org/abs/1603.08029 \"Paper\"\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnutszebra%2Fresnet_in_resnet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnutszebra%2Fresnet_in_resnet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnutszebra%2Fresnet_in_resnet/lists"}