{"id":23855085,"url":"https://github.com/javaidiqbal11/pattern-recognition-cloths","last_synced_at":"2026-05-13T20:31:25.860Z","repository":{"id":269547682,"uuid":"836237176","full_name":"javaidiqbal11/pattern-recognition-cloths","owner":"javaidiqbal11","description":"The goal is to build a model that can classify different clothing patterns, such as stripes, polka dots, plaid, floral, and more.","archived":false,"fork":false,"pushed_at":"2024-12-25T11:50:06.000Z","size":68347,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-01T09:16:47.179Z","etag":null,"topics":["clothes-detector","computer-vision","convolutional-neural-networks","deep-learning","pattern-recognition","python"],"latest_commit_sha":null,"homepage":"hppts://www.jtech.com.pk","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/javaidiqbal11.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":"2024-07-31T12:35:09.000Z","updated_at":"2024-12-25T11:50:09.000Z","dependencies_parsed_at":"2024-12-24T11:42:46.127Z","dependency_job_id":null,"html_url":"https://github.com/javaidiqbal11/pattern-recognition-cloths","commit_stats":null,"previous_names":["javaidiqbal11/pattern-recognition-cloths"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/javaidiqbal11/pattern-recognition-cloths","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/javaidiqbal11%2Fpattern-recognition-cloths","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/javaidiqbal11%2Fpattern-recognition-cloths/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/javaidiqbal11%2Fpattern-recognition-cloths/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/javaidiqbal11%2Fpattern-recognition-cloths/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/javaidiqbal11","download_url":"https://codeload.github.com/javaidiqbal11/pattern-recognition-cloths/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/javaidiqbal11%2Fpattern-recognition-cloths/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32999145,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-13T13:14:54.681Z","status":"ssl_error","status_checked_at":"2026-05-13T13:14:51.610Z","response_time":115,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["clothes-detector","computer-vision","convolutional-neural-networks","deep-learning","pattern-recognition","python"],"created_at":"2025-01-03T00:35:33.589Z","updated_at":"2026-05-13T20:31:25.837Z","avatar_url":"https://github.com/javaidiqbal11.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Clothes Pattern Recognition \n\n## Project Overview\nThis project focuses on cloth pattern recognition using deep learning approaches. The goal is to build a model that can classify different `clothing patterns`, such as `stripes`, `polka dots`, `plaid`, `floral`, and more. By leveraging deep learning techniques, particularly   `Convolutional Neural Networks` (CNNs), we aim to achieve high accuracy in detecting and categorizing various cloth patterns. This application can be integrated into fashion recommendation systems, inventory management, or even fabric production processes.\n\n## Setup\nPython 3.10.10 or more\n\n**Install Packages**\n```shell\npip install -r requirements.txt\n```\n\n**CNN Model**\nTrain cnn model\n```shell\npython cnn.py\n```\n**Kaggle Notebooks**\nThere are two notebooks available to run the code and check output.\n1. fabric-cnn.ipynb \n2. fabric-effiecientnet.ipynb\n\n`optional model training`\n\n**ResNet Model**\nTrain cnn model\n```shell\npython resnet.py\n```\n\n**GCNN Model**\nCheck final outcomes \n```shell\npython gcnn.py\n```\n## Model Architecture\nThe deep learning model is based on Convolutional Neural Networks (CNNs), which are highly effective for image classification tasks. The architecture includes:\n\n- Convolutional layers for feature extraction\n- Max-pooling layers for dimensionality reduction\n- Fully connected layers for classification\n- Softmax activation function for multi-class classification\n\n## Future Improvements\n- Enhance dataset: Use a more diverse dataset with more patterns and variations in lighting, orientation, and fabric types.\n- Fine-tune the model: Apply transfer learning with a pre-trained model such as ResNet, VGG, or Inception for better performance.\n- Real-time detection: Implement real-time pattern recognition using a camera feed.\n- Mobile integration: Convert the model to run on mobile devices using TensorFlow Lite or ONNX. Also compatible with real time devices like android and iOS.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjavaidiqbal11%2Fpattern-recognition-cloths","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjavaidiqbal11%2Fpattern-recognition-cloths","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjavaidiqbal11%2Fpattern-recognition-cloths/lists"}