{"id":28563714,"url":"https://github.com/kr1shnasomani/wastewise","last_synced_at":"2025-06-10T13:07:55.415Z","repository":{"id":292124730,"uuid":"973405136","full_name":"kr1shnasomani/WasteWise","owner":"kr1shnasomani","description":"Waste Classification into biodegradable, non-recyclable, recyclable and reusable.","archived":false,"fork":false,"pushed_at":"2025-05-08T09:10:44.000Z","size":5572,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-05-08T09:39:46.118Z","etag":null,"topics":["computer-vision","deep-learning","neural-network","waste-classification"],"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/kr1shnasomani.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,"zenodo":null}},"created_at":"2025-04-26T23:11:00.000Z","updated_at":"2025-05-08T09:10:32.000Z","dependencies_parsed_at":"2025-05-08T09:50:02.178Z","dependency_job_id":null,"html_url":"https://github.com/kr1shnasomani/WasteWise","commit_stats":null,"previous_names":["kr1shnasomani/wastewise"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kr1shnasomani%2FWasteWise","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kr1shnasomani%2FWasteWise/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kr1shnasomani%2FWasteWise/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kr1shnasomani%2FWasteWise/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kr1shnasomani","download_url":"https://codeload.github.com/kr1shnasomani/WasteWise/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kr1shnasomani%2FWasteWise/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":259081037,"owners_count":22802404,"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":["computer-vision","deep-learning","neural-network","waste-classification"],"created_at":"2025-06-10T13:07:50.650Z","updated_at":"2025-06-10T13:07:55.410Z","avatar_url":"https://github.com/kr1shnasomani.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003ch1 align=\"center\"\u003eWasteWise\u003c/h1\u003e\n\u003cp align=\"center\" style=\"margin-top:30px;\"\u003e\n  \u003cimg src=\"https://github.com/user-attachments/assets/b55036c1-89d9-4cb3-bccc-a5d506ba7d56\" height=\"150cm\"/\u003e\n\u003c/p\u003e\nThe project categorizes waste into biodegradable, non-recyclable, recyclable, and reusable categories using machine learning. It includes data preparation, augmentation, and a convolutional neural network (CNN) model trained on labeled datasets to improve sustainability and waste management.\n\n## Execution Guide:\n1. Clone the repository:\n   ```\n   git clone https://github.com/kr1shnasomani/WasteWise.git\n   cd WasteWise\n   ```\n\n2. Download the dependencies:\n   ```\n   pip install -r requirements\n   ```\n\n3. Run the code and it will create an additional file called `garbage_classification_model.keras` and `garbage_classification_model.tflite` (these files store the model)\n\n4. If you want to integrate the model with the webcame, use the `webcam.py` file and paste the path of the WasteWise folder with the `garbage_classification_model.tflite` model present in the model folder\n\n## Accuracy \u0026 Loss Over Epochs:\n\n![image](https://github.com/user-attachments/assets/ec5fa970-7b42-4a72-988a-995bc7d9ea87)\n\n![image](https://github.com/user-attachments/assets/e89d69cc-d585-4a1c-b169-4df1874a25c2)\n\n## Model Predicition:\n\n![image](https://github.com/user-attachments/assets/8b907bea-453c-49d9-99be-37d813cbb93f)\n\n![image](https://github.com/user-attachments/assets/fe14f17d-d482-4905-b262-ffdc3ae2a96e)\n\n![image](https://github.com/user-attachments/assets/2dee0f98-6ae9-47ab-af39-f42f2c7a72e1)\n\n![image](https://github.com/user-attachments/assets/28a76ab1-bd49-4c88-ae98-0cf4ded9d80b)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkr1shnasomani%2Fwastewise","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkr1shnasomani%2Fwastewise","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkr1shnasomani%2Fwastewise/lists"}