{"id":15900168,"url":"https://github.com/fcakyon/cifar100-resnet","last_synced_at":"2025-04-23T08:16:33.369Z","repository":{"id":110158498,"uuid":"326826944","full_name":"fcakyon/cifar100-resnet","owner":"fcakyon","description":"ResNet Implementation for CIFAR100 in Pytorch","archived":false,"fork":false,"pushed_at":"2021-01-04T23:07:06.000Z","size":141,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-04-23T08:16:26.931Z","etag":null,"topics":["cifar","cifar100","evaluate","jupyter","python","pytorch","resnet","train"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/fcakyon.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":"2021-01-04T22:52:44.000Z","updated_at":"2024-10-29T05:45:04.000Z","dependencies_parsed_at":null,"dependency_job_id":"c8300fde-337b-4a22-99fe-1ae812d7b961","html_url":"https://github.com/fcakyon/cifar100-resnet","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/fcakyon%2Fcifar100-resnet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fcakyon%2Fcifar100-resnet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fcakyon%2Fcifar100-resnet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fcakyon%2Fcifar100-resnet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fcakyon","download_url":"https://codeload.github.com/fcakyon/cifar100-resnet/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250395285,"owners_count":21423400,"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":["cifar","cifar100","evaluate","jupyter","python","pytorch","resnet","train"],"created_at":"2024-10-06T10:42:06.479Z","updated_at":"2025-04-23T08:16:33.346Z","avatar_url":"https://github.com/fcakyon.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ResNet Implementation for CIFAR100 in Pytorch\n[Torchvision model zoo](https://github.com/pytorch/vision/tree/master/torchvision/models) provides number of implementations of various state-of-the-art architectures, however, most of them are defined and implemented for ImageNet. Usage of these backbones with small input sizes (as in CIFAR) is not trivial.\n\nThis repo provides training and evaluation scripts for CIFAR100 with ResNet backbones. 60% accuracy can be obtained with default training parameters.\n\nCheck [the notebook](\u003chttps://github.com/fcakyon/cifar100-resnet/tree/main/notebook/CIFAR-100 Resnet.ipynb\u003e) for a demo of the submodules used in this repo.\n\n## Usage\n- Clone:\n```bash\ngit clone https://github.com/fcakyon/cifar100-resnet.git\n```\n\n- Prepare conda environment:\n```bash\nconda env create -f environment.yml\n```\n\n```bash\nconda activate cifarresnet\n```\n\n- Train:\n```bash\npython main.py --arch resnet32 --save-dir checkpoints/\n```\n\n- Evaluate:\n```bash\npython main.py --evaluate checkpoints/resnet32_final.th\n```\n\n\n\n## Related Projects\n[pytorch_resnet_cifar10](https://github.com/akamaster/pytorch_resnet_cifar10)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffcakyon%2Fcifar100-resnet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffcakyon%2Fcifar100-resnet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffcakyon%2Fcifar100-resnet/lists"}