{"id":17893823,"url":"https://github.com/shreypandit/ablation-cam","last_synced_at":"2025-07-28T19:32:32.004Z","repository":{"id":37577761,"uuid":"308416060","full_name":"ShreyPandit/Ablation-Cam","owner":"ShreyPandit","description":"Implementation of the research paper of Cam which is the alternative to the current SOTA","archived":false,"fork":false,"pushed_at":"2022-08-04T08:18:19.000Z","size":20273,"stargazers_count":28,"open_issues_count":0,"forks_count":3,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-04T12:35:54.011Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","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/ShreyPandit.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}},"created_at":"2020-10-29T18:28:29.000Z","updated_at":"2024-06-16T15:57:15.000Z","dependencies_parsed_at":"2022-08-29T09:42:05.751Z","dependency_job_id":null,"html_url":"https://github.com/ShreyPandit/Ablation-Cam","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ShreyPandit/Ablation-Cam","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShreyPandit%2FAblation-Cam","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShreyPandit%2FAblation-Cam/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShreyPandit%2FAblation-Cam/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShreyPandit%2FAblation-Cam/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ShreyPandit","download_url":"https://codeload.github.com/ShreyPandit/Ablation-Cam/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShreyPandit%2FAblation-Cam/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267574951,"owners_count":24110090,"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","status":"online","status_checked_at":"2025-07-28T02:00:09.689Z","response_time":68,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":"2024-10-28T14:56:19.303Z","updated_at":"2025-07-28T19:32:26.994Z","avatar_url":"https://github.com/ShreyPandit.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Ablation-CAM: Visual Explanations for Deep Convolutional Network via Gradient-free Localization - Paper Implementation\u003cbr\u003e\u003cbr\u003e\n\nThis folder contains the Paper Implementation of Ablation cam \u003cbr\u003e\n\n\n@INPROCEEDINGS{9093360,  author={S. {Desai} and H. G. {Ramaswamy}},\u003cbr\u003e  booktitle={2020 IEEE Winter Conference on Applications of Computer Vision (WACV)},\u003cbr\u003e    title={Ablation-CAM: Visual Explanations for Deep Convolutional Network via Gradient-free Localization},\u003cbr\u003e    year={2020},  volume={},  number={},\u003cbr\u003e   pages={972-980},}\u003cbr\u003e \u003cbr\u003e \n\nI have tried implementing the paper from scratch using Python language and Keras framework.\u003cbr\u003e\u003cbr\u003e\n\nThis folder contains:-\u003cbr\u003e\n\u003cul\u003e 1) Ablation Cam - where all the code and results are stored. \u003cbr\u003e\u003c/ul\u003e\n\u003cul\u003e 2) Ablation Cam Different Approach - The code to a different approach of implemeting the paper which has been explained in the summary sheet properly \u003cbr\u003e\u003c/ul\u003e\n\u003cul\u003e 3) Research Paper - This folder contains the Original Research Paper which I have implemented. \u003cbr\u003e\u003c/ul\u003e\n\u003cul\u003e 4) Finally the Summary sheet where all the explaination, Result, and Analysis is done (The paper is written in LATEX format) \u003cbr\u003e\u003c/ul\u003e\n\nThe main Implementation has been done on XCEPTION model(pre-trained) and Custom model trained on CIFAR-10\u003cbr\u003e\u003cbr\u003e\n\nFinally the model is compared with the current SOTA GradCam model and is found that Ablation Cam performs better in some cases which have been discussed in the summary sheet separately.\u003cbr\u003e\u003cbr\u003e\n\n# Visualization\n\n\u003cimg src=\"./1.Ablation_Cam/Pre-trainedModel/Results/Ablation_Cam/dog_pt_final.jpeg\" alt=\"result image\" width=\"300\" height=\"300\" \u003e \u003cimg src=\"./1.Ablation_Cam/Pre-trainedModel/Results/Ablation_Cam/cat_pt_final.jpeg\" alt=\"result image\" width=\"300\" height=\"300\"\u003e \u003cimg src=\"./1.Ablation_Cam/Pre-trainedModel/Results/Ablation_Cam/ship_pt_final.jpg\" alt=\"result image\" width=\"300\" height=\"300\"\u003e \u003cimg src=\"./1.Ablation_Cam/Pre-trainedModel/Results/Ablation_Cam/car_pt_final.jpg\" alt=\"result image\" width=\"300\" height=\"300\"\u003e \u003cbr\u003e\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshreypandit%2Fablation-cam","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fshreypandit%2Fablation-cam","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshreypandit%2Fablation-cam/lists"}