{"id":13454726,"url":"https://github.com/denti/AlexNet3D","last_synced_at":"2025-03-24T06:31:20.387Z","repository":{"id":77871279,"uuid":"80007899","full_name":"denti/AlexNet3D","owner":"denti","description":"This is implementation of AlexNet(2012) with 3D Convolution on TensorFlow (AlexNet 3D).","archived":false,"fork":false,"pushed_at":"2018-02-09T14:33:45.000Z","size":218,"stargazers_count":43,"open_issues_count":3,"forks_count":13,"subscribers_count":5,"default_branch":"master","last_synced_at":"2024-10-28T21:40:57.169Z","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/denti.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}},"created_at":"2017-01-25T11:21:14.000Z","updated_at":"2024-02-01T11:06:11.000Z","dependencies_parsed_at":null,"dependency_job_id":"f3ef984f-7180-4979-b962-3561aacb6854","html_url":"https://github.com/denti/AlexNet3D","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/denti%2FAlexNet3D","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/denti%2FAlexNet3D/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/denti%2FAlexNet3D/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/denti%2FAlexNet3D/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/denti","download_url":"https://codeload.github.com/denti/AlexNet3D/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245222523,"owners_count":20580178,"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":"2024-07-31T08:00:57.357Z","updated_at":"2025-03-24T06:31:19.981Z","avatar_url":"https://github.com/denti.png","language":"Python","funding_links":[],"categories":["Models/Projects","模型项目"],"sub_categories":["微信群"],"readme":"# AlexNet_3dConv\nTensorFlow implementation of AlexNet(2012) by Alex Krizhevsky, with 3D convolutiional layers.\n### 3D AlexNet\n![3D AlexNet](https://github.com/denti/AlexNet_3dConv/blob/master/img/AlexNet_3D.jpeg)\nNetwork with a standart AlexNet architecture, but it has 3D instead 2D filters on each `Conv` and `Pool` layers. \n### Standart AlexNet\n![Standart AlexNet](https://github.com/denti/AlexNet_3dConv/blob/master/img/AlexNet.jpeg)\n\n\n\n### To fit this model into memory, model training proccess can be refactored with @OpenAI's `Gradient Checkpointing` algorithm  [https://github.com/openai/gradient-checkpointing](https://github.com/openai/gradient-checkpointing)\n* Note: This model needs a lot of GPU memory. Training session will not starts on 1 GPU without additional data separation or code's parallelization (or https://github.com/openai/gradient-checkpointing for example). \n\n* Note2: This model doesn't pretend to be the `SilverBullet` in 3D image recognition (like AlexNet was in 2D). It's just an example of 3D convolutional model in TensorFlow.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdenti%2FAlexNet3D","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdenti%2FAlexNet3D","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdenti%2FAlexNet3D/lists"}