{"id":15637485,"url":"https://github.com/adgaudio/deepfixcx","last_synced_at":"2025-03-29T20:41:20.442Z","repository":{"id":141771307,"uuid":"413478703","full_name":"adgaudio/DeepFixCX","owner":"adgaudio","description":"DeepFix: Explainable Privacy-Preserving Image Compression for Medical Image Analysis","archived":false,"fork":false,"pushed_at":"2023-03-11T13:08:44.000Z","size":33527,"stargazers_count":2,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-02-04T21:40:44.045Z","etag":null,"topics":["deep-learning","explainability","image-compression","privacy","wavelet-packets"],"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/adgaudio.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,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-10-04T15:23:55.000Z","updated_at":"2023-07-23T06:00:29.000Z","dependencies_parsed_at":null,"dependency_job_id":"3229f3c3-cf2b-464c-8807-aeaa95baeab9","html_url":"https://github.com/adgaudio/DeepFixCX","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/adgaudio%2FDeepFixCX","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adgaudio%2FDeepFixCX/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adgaudio%2FDeepFixCX/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adgaudio%2FDeepFixCX/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/adgaudio","download_url":"https://codeload.github.com/adgaudio/DeepFixCX/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246243564,"owners_count":20746307,"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":["deep-learning","explainability","image-compression","privacy","wavelet-packets"],"created_at":"2024-10-03T11:11:48.493Z","updated_at":"2025-03-29T20:41:20.420Z","avatar_url":"https://github.com/adgaudio.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# DeepFixCX : Explainable Privacy-Preserving Image Compression for Medical Image Analysis\n\nCode accompanying the paper.\n\n[Open Access Paper on Wiley WIREs Journal of Data Mining and Knowledge Discovery](https://doi.org/10.1002/widm.1495)\n\n\u003c!-- [Paper arXiv](TODO) --\u003e\n\u003cimg alt=\"Graphical Abstract\" src=\"/DeepFixCX_Graphical_Abstract.png\" width=\"100%\" /\u003e\n\u003cp float=\"left\"\u003e\n\u003cimg src=\"/deepfix_venndiagram.jpg\" width=\"53%\" /\u003e\n\u003cimg src=\"/deepfix_fig1_acc_vs_imr.jpg\" width=\"46%\" /\u003e\n\u003c/p\u003e\n\n### Citation:\n\n\u003e Gaudio, A., Smailagic, A., Faloutsos, C., Mohan, S., Johnson, E., Liu, Y., Costa, P., \u0026 Campilho, A. (2023). DeepFixCX: Explainable privacy-preserving image compression for medical image analysis. WIREs Data Mining and Knowledge Discovery, e1495. https://doi.org/10.1002/widm.1495\n\n        @article{deepfixcx,\n            author = {Gaudio, Alex and Smailagic, Asim and Faloutsos, Christos and Mohan, Shreshta and Johnson, Elvin and Liu, Yuhao and Costa, Pedro and Campilho, Aurélio},\n            title = {DeepFixCX: Explainable privacy-preserving image compression for medical image analysis},\n            journal = {WIREs Data Mining and Knowledge Discovery},\n            volume = {n/a},\n            number = {n/a},\n            pages = {e1495},\n            keywords = {compression, deep networks, explainability, medical image analysis, privacy, wavelets},\n            doi = {https://doi.org/10.1002/widm.1495},\n            url = {https://wires.onlinelibrary.wiley.com/doi/abs/10.1002/widm.1495},\n            eprint = {https://wires.onlinelibrary.wiley.com/doi/pdf/10.1002/widm.1495},\n        }\n\n\n### Reproducibility\n\nAll experiments are in `./bin/experiments.sh` and `./bin/experiments_extended.sh`\n\nIt's research quality code.  Please open a GitHub issue if there is a reproducibility\nproblem.  Note that the name was \"DeepFix\" and then we changed it to \"DeepFixCX\".\n\n\n### Installation\n\n```\n# cd into the root of the repository.\n\n# Install libraries\npip install -r requirements.txt\npip install .  # install deepfix if you want.\n```\n\n### Use the API\n\nComments are in the docstrings.\n```\n# DeepFixCX:  Compress and privatize images:\nfrom deepfixcx.models import DeepFixCXImg2Img\n\n# Wavelet Packet layer may be useful in projects:\nfrom deepfixcx.models.wavelet_packet import WaveletPacket2d\n\n# DeepFixCX: just the compression or reconstruction parts.\nfrom deepfixcx.models import DeepFixCXCompression, DeepFixCXReconstruct\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadgaudio%2Fdeepfixcx","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fadgaudio%2Fdeepfixcx","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadgaudio%2Fdeepfixcx/lists"}