{"id":25131788,"url":"https://github.com/reshmaaiman/rice-leaf-disease-detection","last_synced_at":"2026-04-11T12:35:06.471Z","repository":{"id":275785305,"uuid":"927179908","full_name":"ReshmaAiman/Rice-Leaf-Disease-Detection","owner":"ReshmaAiman","description":null,"archived":false,"fork":false,"pushed_at":"2025-02-04T15:12:37.000Z","size":7473,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-04T15:44:33.278Z","etag":null,"topics":["adam-optimizer","data-science","data-visualization","matplotlib-pyplot","numpy","pandas","python","relu","seaborn"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/ReshmaAiman.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":"2025-02-04T14:39:19.000Z","updated_at":"2025-02-04T15:12:40.000Z","dependencies_parsed_at":"2025-02-04T15:44:35.617Z","dependency_job_id":"fa55e7f4-d457-4b5c-8f3e-f497bf764cde","html_url":"https://github.com/ReshmaAiman/Rice-Leaf-Disease-Detection","commit_stats":null,"previous_names":["reshmaaiman/rice-leaf-disease-detection"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ReshmaAiman%2FRice-Leaf-Disease-Detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ReshmaAiman%2FRice-Leaf-Disease-Detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ReshmaAiman%2FRice-Leaf-Disease-Detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ReshmaAiman%2FRice-Leaf-Disease-Detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ReshmaAiman","download_url":"https://codeload.github.com/ReshmaAiman/Rice-Leaf-Disease-Detection/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246911498,"owners_count":20853657,"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":["adam-optimizer","data-science","data-visualization","matplotlib-pyplot","numpy","pandas","python","relu","seaborn"],"created_at":"2025-02-08T14:14:30.263Z","updated_at":"2026-04-11T12:35:06.412Z","avatar_url":"https://github.com/ReshmaAiman.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Rice Leaf Disease Detection\n### The sample file contains 119 images of rice leaves with 3 types of diseases like - Bacterial leaf blight of rice, Brown spot, Leaf smut.\n### Each class of images contains arouf 39-40 images each for precise training of model.\n### Python libraries used - Seaborn, matplotlib, pandas, numpy, tensorflow.\n### The model gave the accuracy of 83% using activation function as Relu - therefore, performed data augmentation to improve the accuracy.\n### Tried with different optimizers to check with the accuracy, finalised with the ADAM optimizer as it gives the highest accuracy of 87.50 compared to all the other optimizers.\n### For checking the model performance, 100 samples were tested and the all the 100 samples were predicted accurately.\n### Tried different ways for prediction like - by uploading the image from PC, by passing the URL of the image from internet. \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Freshmaaiman%2Frice-leaf-disease-detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Freshmaaiman%2Frice-leaf-disease-detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Freshmaaiman%2Frice-leaf-disease-detection/lists"}