{"id":13698534,"url":"https://github.com/calmiLovesAI/TensorFlow2.0_Image_Classification","last_synced_at":"2025-05-04T03:31:26.422Z","repository":{"id":146600242,"uuid":"195966071","full_name":"calmiLovesAI/TensorFlow2.0_Image_Classification","owner":"calmiLovesAI","description":"A TensorFlow_2.0 implementation of AlexNet and VGGNet.","archived":false,"fork":false,"pushed_at":"2023-01-06T02:43:07.000Z","size":208,"stargazers_count":39,"open_issues_count":3,"forks_count":18,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-12-14T05:01:46.525Z","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,"governance":null}},"created_at":"2019-07-09T08:26:47.000Z","updated_at":"2024-07-17T01:42:08.000Z","dependencies_parsed_at":"2023-04-22T22:57:50.556Z","dependency_job_id":null,"html_url":"https://github.com/calmiLovesAI/TensorFlow2.0_Image_Classification","commit_stats":null,"previous_names":["calmilovesai/tensorflow2.0_image_classification","calmisential/tensorflow2.0_image_classification"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/calmiLovesAI%2FTensorFlow2.0_Image_Classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/calmiLovesAI%2FTensorFlow2.0_Image_Classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/calmiLovesAI%2FTensorFlow2.0_Image_Classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/calmiLovesAI%2FTensorFlow2.0_Image_Classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/calmiLovesAI","download_url":"https://codeload.github.com/calmiLovesAI/TensorFlow2.0_Image_Classification/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252283597,"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":"2024-08-02T19:00:48.759Z","updated_at":"2025-05-04T03:31:26.066Z","avatar_url":"https://github.com/calmiLovesAI.png","language":"Python","funding_links":[],"categories":["Model 💛💛💛💛💛\u003ca name=\"Model\" /\u003e"],"sub_categories":["Classification 分类"],"readme":"# TensorFlow2.0_Image_Classification(include AlexNet and VGGNet)\nThis project uses TensorFlow2.0 for image classification tasks.\n\n## How to use\n### Requirements\n+ **Python 3.x** (My Python version is 3.6.8)\u003cbr/\u003e\n+ **TensorFlow version: 2.0.0-beta1**\u003cbr/\u003e \n+ The file directory of the dataset should look like this: \u003cbr/\u003e\n```\n${dataset_root}\n|——train\n|   |——class_name_0\n|   |——class_name_1\n|   |——class_name_2\n|   |——class_name_3\n|——valid\n|   |——class_name_0\n|   |——class_name_1\n|   |——class_name_2\n|   |——class_name_3\n|——test\n    |——class_name_0\n    |——class_name_1\n    |——class_name_2\n    |——class_name_3\n```\n\n### Train\nRun the script\n```\npython train.py\n```\nto train the network on your image dataset, the final model will be stored. You can also change the corresponding training parameters in the `config.py`.\u003cbr/\u003e\n\n### Evaluate\nTo evaluate the model's performance on the test dataset, you can run `evaluate.py`.\u003cbr/\u003e\n\nThe structure of the network is defined in `model_definition.py`, you can change the network structure to whatever you like.\u003cbr/\u003e\n\n## References\n1. AlexNet : http://www.cs.toronto.edu/~fritz/absps/imagenet.pdf\n2. VGG : https://arxiv.org/abs/1409.1556\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FcalmiLovesAI%2FTensorFlow2.0_Image_Classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FcalmiLovesAI%2FTensorFlow2.0_Image_Classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FcalmiLovesAI%2FTensorFlow2.0_Image_Classification/lists"}