{"id":13698517,"url":"https://github.com/calmiLovesAI/TensorFlow2.0_ResNet","last_synced_at":"2025-05-04T03:31:25.954Z","repository":{"id":46894697,"uuid":"197162568","full_name":"calmiLovesAI/TensorFlow2.0_ResNet","owner":"calmiLovesAI","description":"A ResNet(ResNet18, ResNet34, ResNet50, ResNet101, ResNet152) implementation using TensorFlow-2.0.","archived":false,"fork":false,"pushed_at":"2021-08-28T02:52:44.000Z","size":16909,"stargazers_count":325,"open_issues_count":11,"forks_count":100,"subscribers_count":5,"default_branch":"master","last_synced_at":"2024-12-14T05:01:46.506Z","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/calmiLovesAI.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}},"created_at":"2019-07-16T09:23:52.000Z","updated_at":"2024-11-27T02:02:50.000Z","dependencies_parsed_at":"2022-09-14T01:13:51.945Z","dependency_job_id":null,"html_url":"https://github.com/calmiLovesAI/TensorFlow2.0_ResNet","commit_stats":null,"previous_names":["calmilovesai/tensorflow2.0_resnet","calmisential/tensorflow2.0_resnet"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/calmiLovesAI%2FTensorFlow2.0_ResNet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/calmiLovesAI%2FTensorFlow2.0_ResNet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/calmiLovesAI%2FTensorFlow2.0_ResNet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/calmiLovesAI%2FTensorFlow2.0_ResNet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/calmiLovesAI","download_url":"https://codeload.github.com/calmiLovesAI/TensorFlow2.0_ResNet/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252283595,"owners_count":21723505,"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":"2024-08-02T19:00:48.389Z","updated_at":"2025-05-04T03:31:25.488Z","avatar_url":"https://github.com/calmiLovesAI.png","language":"Python","funding_links":[],"categories":["Model 💛💛💛💛💛\u003ca name=\"Model\" /\u003e","Python"],"sub_categories":["Classification 分类"],"readme":"# TensorFlow2.0_ResNet\nA ResNet(**ResNet18, ResNet34, ResNet50, ResNet101, ResNet152**) implementation using TensorFlow-2.0\n\nSee https://github.com/calmisential/Basic_CNNs_TensorFlow2.0 for more CNNs.\n\n## Train\n1. Requirements:\n+ Python \u003e= 3.6\n+ Tensorflow == 2.0.0\n2. To train the ResNet on your own dataset, you can put the dataset under the folder **original dataset**, and the directory should look like this:\n```\n|——original dataset\n   |——class_name_0\n   |——class_name_1\n   |——class_name_2\n   |——class_name_3\n```\n3. Run the script **split_dataset.py** to split the raw dataset into train set, valid set and test set.\n4. Change the corresponding parameters in **config.py**.\n5. Run **train.py** to start training.\n## Evaluate\nRun **evaluate.py** to evaluate the model's performance on the test dataset.\n\n## The networks I have implemented with tensorflow2.0:\n+ [ResNet18, ResNet34, ResNet50, ResNet101, ResNet152](https://github.com/calmisential/TensorFlow2.0_ResNet)\n+ [InceptionV3](https://github.com/calmisential/TensorFlow2.0_InceptionV3)\n\n\n## References\n1. The original paper: https://arxiv.org/abs/1512.03385\n2. The TensorFlow official tutorials: https://tensorflow.google.cn/beta/tutorials/quickstart/advanced","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FcalmiLovesAI%2FTensorFlow2.0_ResNet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FcalmiLovesAI%2FTensorFlow2.0_ResNet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FcalmiLovesAI%2FTensorFlow2.0_ResNet/lists"}