{"id":13499109,"url":"https://github.com/wandering007/nasnet-pytorch","last_synced_at":"2025-03-29T04:30:30.676Z","repository":{"id":202483170,"uuid":"126015382","full_name":"wandering007/nasnet-pytorch","owner":"wandering007","description":"A neat pytorch implementation of nasnet and the ported weights from tensorflow","archived":false,"fork":false,"pushed_at":"2020-12-05T08:57:54.000Z","size":9,"stargazers_count":74,"open_issues_count":2,"forks_count":17,"subscribers_count":4,"default_branch":"master","last_synced_at":"2024-08-01T22:50:07.544Z","etag":null,"topics":["nasnet","pytorch"],"latest_commit_sha":null,"homepage":null,"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/wandering007.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":"2018-03-20T12:39:35.000Z","updated_at":"2023-11-24T08:18:26.000Z","dependencies_parsed_at":null,"dependency_job_id":"32363178-af9e-47c9-bb00-4521e17c2988","html_url":"https://github.com/wandering007/nasnet-pytorch","commit_stats":null,"previous_names":["wandering007/nasnet-pytorch"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wandering007%2Fnasnet-pytorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wandering007%2Fnasnet-pytorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wandering007%2Fnasnet-pytorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wandering007%2Fnasnet-pytorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/wandering007","download_url":"https://codeload.github.com/wandering007/nasnet-pytorch/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":222455951,"owners_count":16987577,"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":["nasnet","pytorch"],"created_at":"2024-07-31T22:00:28.968Z","updated_at":"2024-10-31T17:31:32.141Z","avatar_url":"https://github.com/wandering007.png","language":"Python","funding_links":[],"categories":["Papers\u0026Codes","DLA","1.) Neural Architecture Search"],"sub_categories":["NasNet","**[Papers]**"],"readme":"## A neat pytorch implementation of NASNet\n\nThe performance of the ported models on ImageNet (Accuracy):\n\n| Model Checkpoint    | Million Parameters | Val Top-1 | Val Top-5 |\n| ------------------- | ------------------ | --------- | --------- |\n| NASNet-A_Mobile_224 | 5.3                | 70.2      | 89.4      |\n| NASNet-A_large_331  | 88.9               | 82.3      | 96.0      |\n\nThe slight performance drop may be caused by the different spatial padding methods between tensorflow and pytorch.\n\nThe porting process is done by `tensorflow_dump.py` and `pytorch_load.py`, modified from [Cadene's project](https://github.com/Cadene/tensorflow-model-zoo.torch/tree/master/nasnet). Note that NASNets with the original performance can be found there.\n\nYou can evaluate the models by running `imagenet_eval.py`, e.g. evaluate the NASNet-A_Mobile_224 ported model by\n\n```shell\npython imagenet_eval.py --nas-type mobile --resume /path/to/modelfile --gpus 0 --data /path/to/imagenet_root_dir\n```\n\nThe ported model files are provided: [NASNet-A_Mobile_224, NASNet-A_large_331](https://www.dropbox.com/sh/ng93kp7f7ypat73/AABUQhImioJ2saQ3N-qWzrJga?dl=0).\n\nFuture work:  \n- add drop path for training  \n-  more nasnet model settings\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwandering007%2Fnasnet-pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwandering007%2Fnasnet-pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwandering007%2Fnasnet-pytorch/lists"}