{"id":19623461,"url":"https://github.com/airaria/adversarialattackinceptionv3","last_synced_at":"2025-10-16T15:13:41.263Z","repository":{"id":87909950,"uuid":"102270832","full_name":"airaria/AdversarialAttackInceptionV3","owner":"airaria","description":"Attack InceptionV3 net using FGM( fast gradient method)  and show saliency maps.","archived":false,"fork":false,"pushed_at":"2017-11-09T13:46:53.000Z","size":102,"stargazers_count":13,"open_issues_count":0,"forks_count":3,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-05T06:31:45.816Z","etag":null,"topics":["attack","deep-learning","inceptionv3","tensorflow"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/airaria.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2017-09-03T14:36:19.000Z","updated_at":"2023-08-02T15:47:45.000Z","dependencies_parsed_at":"2024-01-23T06:00:29.891Z","dependency_job_id":null,"html_url":"https://github.com/airaria/AdversarialAttackInceptionV3","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/airaria%2FAdversarialAttackInceptionV3","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/airaria%2FAdversarialAttackInceptionV3/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/airaria%2FAdversarialAttackInceptionV3/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/airaria%2FAdversarialAttackInceptionV3/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/airaria","download_url":"https://codeload.github.com/airaria/AdversarialAttackInceptionV3/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251252181,"owners_count":21559738,"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":["attack","deep-learning","inceptionv3","tensorflow"],"created_at":"2024-11-11T11:34:04.244Z","updated_at":"2025-10-16T15:13:36.203Z","avatar_url":"https://github.com/airaria.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Simple adversarial attack on InceptionV3\n\nAttack InceptionV3 net using FGM( fast gradient method)  and show saliency maps.\n\n## Prerequisites\n\n- Python 3.5+\n- tensorflow 1.2+\n- sklearn, numpy, pandas, skimage\n\n## Dataset and model\n\nDownload the dataset and model file from Kaggle: https://www.kaggle.com/c/nips-2017-non-targeted-adversarial-attack/data\n\n+ Download Inception-v3 model ckpt file  and put it in ./ .\n\n+ Download the 1000-images development-set zip file and unzip the *images* directory to ./images, such that the image files are located in ./images/images/.\n\n+ Finally, If you would like to generate and save the saliency maps, uncomment the lines following \n\n  ```python\n  # generate saliency maps\n  ```\n\n  in main.py.\n\n  ​\n\n## Acknowledgements\n\nInspired by Kaggle competitions on adversarial attacks and tensorflow/cleverhans.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fairaria%2Fadversarialattackinceptionv3","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fairaria%2Fadversarialattackinceptionv3","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fairaria%2Fadversarialattackinceptionv3/lists"}