{"id":21023828,"url":"https://github.com/arindam369/fuzzyensemble-skincancer","last_synced_at":"2025-07-09T17:05:14.063Z","repository":{"id":252442187,"uuid":"806902642","full_name":"arindam369/FuzzyEnsemble-SkinCancer","owner":"arindam369","description":"Based on our paper \"A fuzzy rank-based deep ensemble methodology for multi-class skin cancer classification\" published in Scientific Reports (Nature)","archived":false,"fork":false,"pushed_at":"2025-02-21T02:59:26.000Z","size":6952,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-28T01:54:36.651Z","etag":null,"topics":["deep-learning","dermamnist","fuzzy-ensemble","ham10000","inceptionresnetv2","mobilenetv2","skin-cancer-image-classification","xception"],"latest_commit_sha":null,"homepage":"https://doi.org/10.1038/s41598-025-90423-3","language":"Jupyter Notebook","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/arindam369.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,"zenodo":null}},"created_at":"2024-05-28T06:04:18.000Z","updated_at":"2025-02-21T02:59:30.000Z","dependencies_parsed_at":null,"dependency_job_id":"b6cadbf2-9cb5-4f0c-8c8d-d44f214af38a","html_url":"https://github.com/arindam369/FuzzyEnsemble-SkinCancer","commit_stats":null,"previous_names":["arindam369/fuzzyensemble-skincancer"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/arindam369/FuzzyEnsemble-SkinCancer","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arindam369%2FFuzzyEnsemble-SkinCancer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arindam369%2FFuzzyEnsemble-SkinCancer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arindam369%2FFuzzyEnsemble-SkinCancer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arindam369%2FFuzzyEnsemble-SkinCancer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/arindam369","download_url":"https://codeload.github.com/arindam369/FuzzyEnsemble-SkinCancer/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arindam369%2FFuzzyEnsemble-SkinCancer/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":264502111,"owners_count":23618552,"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","dermamnist","fuzzy-ensemble","ham10000","inceptionresnetv2","mobilenetv2","skin-cancer-image-classification","xception"],"created_at":"2024-11-19T11:19:56.635Z","updated_at":"2025-07-09T17:05:14.008Z","avatar_url":"https://github.com/arindam369.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# A Fuzzy Rank-based Deep Ensemble Methodology for Multi-Class Skin Cancer Classification\nArindam Halder, Anogh Dalal, Sanghita Gharami, Marcin Wozniak*\u003csup\u003e[[0000-0002-9073-5347](https://orcid.org/0000-0002-9073-5347)]\u003c/sup\u003e, Muhammad Fazal Ijaz*\u003csup\u003e[[0000-0001-5206-272X](https://orcid.org/0000-0001-5206-272X)]\u003c/sup\u003e, Pawan Kumar Singh\u003csup\u003e[[0000-0002-9598-7981](https://orcid.org/0000-0002-9598-7981)]\u003c/sup\u003e\n\n(* Corresponding Authors)\n\nThis is the official implementation of the paper, \"[A fuzzy rank-based deep ensemble methodology for multi-class skin cancer classification](https://www.nature.com/articles/s41598-025-90423-3)\" published in \"Scientific Reports (Nature)\"\n\n### Directory Structure\n\n```\n+-- assets/\n+-- DermaMNIST_FuzzyEnsemble.ipynb\n+-- GradCAM_DermaMNIST.ipynb\n+-- Ham10000_FuzzyEnsemble_GradCAM.ipynb\n```\n\n## Running Codes\n\n**Clone the project repository:**\n\n``` git clone https://github.com/arindam369/FuzzyEnsemble-SkinCancer.git ``` \u0026nbsp;  ``` cd FuzzyEnsemble-SkinCancer ```\n\n- Run ``Ham10000_FuzzyEnsemble_GradCAM.ipynb`` file to view the result of our fuzzy ensemble model on Ham10000 dataset.\n- Run ``DermaMNIST_FuzzyEnsemble.ipynb`` file to view the result of our fuzzy ensemble model on DermaMNIST dataset.\n- To visualise GradCAM analysis on DermaMNIST dataset, run the ``GradCAM_DermaMNIST.ipynb`` file.\u003cbr\u003e\n\n``assets`` directory contains all the images of our study including results, architectures etc.\n\n\n\n## Datasets\nTwo datasets are utilized in this study -\n- **DermaMNIST** can be found at: [albertvillanova/medmnist-v2](https://huggingface.co/datasets/albertvillanova/medmnist-v2) | [MedMNIST](https://medmnist.com)\n- **Ham10000** can be found at: [Kaggle Datasets](https://www.kaggle.com/datasets/kmader/skin-cancer-mnist-ham10000) | [ISIC 2018 Challenge](https://challenge2018.isic-archive.com) | [Harvard Dataverse](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T)\n\n## Citation\nIf you find this work helpful, consider citing our study:\n```\n@article{Halder2025,\n   title={A fuzzy rank-based deep ensemble methodology for multi-class skin cancer classification},\n   author={Halder, Arindam and Dalal, Anogh and Gharami, Sanghita and Wozniak, Marcin and Ijaz, Muhammad Fazal and Singh, Pawan Kumar},\n   journal={Scientific Reports},\n   volume={15},\n   number={1},\n   pages={6268},\n   year={2025},\n   month={feb},\n   day={20},\n   issn={2045-2322},\n   doi={10.1038/s41598-025-90423-3},\n   url={https://doi.org/10.1038/s41598-025-90423-3}\n}\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farindam369%2Ffuzzyensemble-skincancer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Farindam369%2Ffuzzyensemble-skincancer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farindam369%2Ffuzzyensemble-skincancer/lists"}