{"id":15664689,"url":"https://github.com/nekitmm/funnelact_pytorch","last_synced_at":"2025-05-06T19:13:50.411Z","repository":{"id":109848569,"uuid":"287823498","full_name":"nekitmm/FunnelAct_Pytorch","owner":"nekitmm","description":"pytorch implementation of Funnel Activation (FReLU)","archived":false,"fork":false,"pushed_at":"2020-08-16T22:57:18.000Z","size":93739,"stargazers_count":16,"open_issues_count":1,"forks_count":2,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-05-06T19:13:35.560Z","etag":null,"topics":["deep-learning","deep-neural-networks","frelu","funnel-act","funnel-activation","pytorch","resnet"],"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/nekitmm.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-08-15T20:55:16.000Z","updated_at":"2023-09-08T18:11:19.000Z","dependencies_parsed_at":"2023-03-23T17:19:34.705Z","dependency_job_id":null,"html_url":"https://github.com/nekitmm/FunnelAct_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/nekitmm%2FFunnelAct_Pytorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nekitmm%2FFunnelAct_Pytorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nekitmm%2FFunnelAct_Pytorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nekitmm%2FFunnelAct_Pytorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nekitmm","download_url":"https://codeload.github.com/nekitmm/FunnelAct_Pytorch/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252752060,"owners_count":21798723,"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":["deep-learning","deep-neural-networks","frelu","funnel-act","funnel-activation","pytorch","resnet"],"created_at":"2024-10-03T13:43:53.514Z","updated_at":"2025-05-06T19:13:50.404Z","avatar_url":"https://github.com/nekitmm.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# FunnelAct Pytorch\nPytorch implementation of Funnel Activation (FReLU): https://arxiv.org/pdf/2007.11824.pdf\n\nValidation results are listed below:\n\n|        Model             | Activation |   Err@1   |   Err@5   |\n| :----------------------  | :--------: | :------:  | :------:  |\n|    ResNet50              |  FReLU     | **22.40** | **6.164** |\n\nNote that from the file resnet_frelu.py you can call ResNet18, ResNet34, ResNet50, ResNet101 and ResNet152\nbut the weights in this repo only available for ResNet50 and I never tried to train other models,\nso no guaranties there!\n\nThe code in this repo is based on pytorch imagenet example:\n\nhttps://github.com/pytorch/examples/tree/master/imagenet\n\nand original implementation of Funnel Activation in Megengine:\n\nhttps://github.com/megvii-model/FunnelAct\n\nEnjoy!","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnekitmm%2Ffunnelact_pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnekitmm%2Ffunnelact_pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnekitmm%2Ffunnelact_pytorch/lists"}