{"id":21085160,"url":"https://github.com/wmpscc/cnn-series-getting-started-and-pytorch-implementation","last_synced_at":"2025-06-15T20:41:33.793Z","repository":{"id":40972998,"uuid":"172678659","full_name":"wmpscc/CNN-Series-Getting-Started-and-PyTorch-Implementation","owner":"wmpscc","description":"我的笔记和Demo，包含分类，检测、分割、知识蒸馏。","archived":false,"fork":false,"pushed_at":"2022-06-22T00:03:44.000Z","size":37231,"stargazers_count":53,"open_issues_count":4,"forks_count":12,"subscribers_count":1,"default_branch":"master","last_synced_at":"2023-03-12T05:32:15.090Z","etag":null,"topics":["alexnet","cnn","cnn-series","densenet","googlenet","inception-resnet","multi-layer-perceptron","nin","pytorch","ssd","vgg"],"latest_commit_sha":null,"homepage":"http://ishero.net/","language":"Jupyter Notebook","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/wmpscc.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}},"created_at":"2019-02-26T09:20:55.000Z","updated_at":"2023-02-27T15:53:35.000Z","dependencies_parsed_at":"2022-07-15T00:15:58.859Z","dependency_job_id":null,"html_url":"https://github.com/wmpscc/CNN-Series-Getting-Started-and-PyTorch-Implementation","commit_stats":null,"previous_names":[],"tags_count":null,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wmpscc%2FCNN-Series-Getting-Started-and-PyTorch-Implementation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wmpscc%2FCNN-Series-Getting-Started-and-PyTorch-Implementation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wmpscc%2FCNN-Series-Getting-Started-and-PyTorch-Implementation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wmpscc%2FCNN-Series-Getting-Started-and-PyTorch-Implementation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/wmpscc","download_url":"https://codeload.github.com/wmpscc/CNN-Series-Getting-Started-and-PyTorch-Implementation/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225423526,"owners_count":17472127,"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":["alexnet","cnn","cnn-series","densenet","googlenet","inception-resnet","multi-layer-perceptron","nin","pytorch","ssd","vgg"],"created_at":"2024-11-19T20:30:14.670Z","updated_at":"2024-11-19T20:30:15.408Z","avatar_url":"https://github.com/wmpscc.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# CNN-Series-Getting-Started-and-PyTorch-Implementation\n![CNN发展历史](doc_img/CNN_3.png)\n\u003e 本项目目的是使用PyTorch实现从2012年LeNet到2016年的DenseNet卷积神经网络。\n\n# Image Classification\n- ### [Multi-Layer Perceptron](https://github.com/wmpscc/CNN-Series-Getting-Started-and-TensorFlow-Implementation/tree/master/MLP)\n- ### [LeNet-5](https://github.com/wmpscc/CNN-Series-Getting-Started-and-TensorFlow-Implementation/tree/master/LeNet)\n- ### [AlexNet](https://github.com/wmpscc/CNN-Series-Getting-Started-and-TensorFlow-Implementation/tree/master/AlexNet)\n- ### [VGG](https://github.com/wmpscc/CNN-Series-Getting-Started-and-TensorFlow-Implementation/tree/master/VGG)\n- ### [NIN](https://github.com/wmpscc/CNN-Series-Getting-Started-and-TensorFlow-Implementation/tree/master/NIN)\n- ### [GoogLeNet](https://github.com/wmpscc/CNN-Series-Getting-Started-and-TensorFlow-Implementation/tree/master/GoogLeNet)\n- ### [ResNet](https://github.com/wmpscc/CNN-Series-Getting-Started-and-PyTorch-Implementation/blob/master/ResNet/README.md)\n- ### [DenseNet](https://github.com/wmpscc/CNN-Series-Getting-Started-and-PyTorch-Implementation/blob/master/DenseNet/README.md)\n- ### [总结](./Classification.md)\n\n# Detection\n- ### [SSD](./SSD/README.md)\n- ### [总结](./Detection.md)\n\u003e 实现方法可能与原始论文有出入，如有错误欢迎指正！\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwmpscc%2Fcnn-series-getting-started-and-pytorch-implementation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwmpscc%2Fcnn-series-getting-started-and-pytorch-implementation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwmpscc%2Fcnn-series-getting-started-and-pytorch-implementation/lists"}