{"id":18436227,"url":"https://github.com/alecruces/compvisionexploration","last_synced_at":"2025-10-10T13:34:44.887Z","repository":{"id":232262996,"uuid":"783884720","full_name":"alecruces/CompVisionExploration","owner":"alecruces","description":"Traversing the landscape of computer vision, from foundational image processing to advanced deep learning architectures","archived":false,"fork":false,"pushed_at":"2024-04-10T10:56:09.000Z","size":35078,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-14T12:54:08.910Z","etag":null,"topics":["bag-of-words","cnn","computer-vision","image-processing","sift"],"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/alecruces.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":"2024-04-08T19:08:12.000Z","updated_at":"2024-04-10T10:56:14.000Z","dependencies_parsed_at":"2024-04-10T11:45:39.886Z","dependency_job_id":null,"html_url":"https://github.com/alecruces/CompVisionExploration","commit_stats":null,"previous_names":["alecruces/compvisionexploration"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/alecruces/CompVisionExploration","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alecruces%2FCompVisionExploration","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alecruces%2FCompVisionExploration/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alecruces%2FCompVisionExploration/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alecruces%2FCompVisionExploration/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/alecruces","download_url":"https://codeload.github.com/alecruces/CompVisionExploration/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alecruces%2FCompVisionExploration/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279004055,"owners_count":26083667,"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":"2025-10-10T02:00:06.843Z","response_time":62,"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":["bag-of-words","cnn","computer-vision","image-processing","sift"],"created_at":"2024-11-06T06:10:53.587Z","updated_at":"2025-10-10T13:34:44.855Z","avatar_url":"https://github.com/alecruces.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Exploring Computer Vision: From Image Processing to Deep Learning\n---\n\n##  Description \n\nThis project delves into computer vision and deep learning for image tasks. Utilizing tools such as OpenCV, TensorFlow, and PyTorch, image pre-processing, filtering, and transformation techniques are implemented. Scale Invariant Feature Transform (SIFT) algorithm is used for feature matching, and bag-of-visual-words for image classification. The project also involves experimentation with Multilayer Perceptron (MLP) and Convolutional Neural Networks (CNNs) to tackle intricate image tasks.\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://github.com/alecruces/CompVisionExploration/assets/67338986/320fa4e3-3a91-46d4-bba5-fb78b99229d5\" alt=\"vision\" style=\"width:400px;height:auto;\"/\u003e\n\u003c/p\u003e\n\n## List of laboratories\n* Lab 2: Computer Vision Foundations: Images and Filtering\n* Lab 3: SIFT Algorithm\n* Lab 4: Logo Contest: Visual Logo Recognition Contest\n* Lab 5: Bag-of-visual-words for Image Classification\n* Lab 6:  Deep Neural Networks for Image Classification (Part I): Multilayer\nPerceptron (MLP)\n* Lab 7: Deep Neural Networks for Image Classification (Part II): Convolutional Neural Networks (CNNs)\n\n##  Keywords\nComputer Vision, Image Processing, Deep Learning, Convolutional Neural Networks, Multilayer Perceptron, SIFT Algorithm, Bag-of-Visual-Words\n\n##  Data\n* CIFAR10\n*\tMNIST\n\n## Methods\n* Perceptron\n* Feed Forward Network\n* L1 and L2 Regularization\n* Grid Search and Early Stopping\n* Convolutional Neural Networks\n* Recurrent Neural Networks (LSTM, GRU)\n* Transformer\n* Autoencoders (Shallow Linear and Non-linear Autoencoders, Deep *Autoencoder)\n*Variational Autoencoders (VAE)\n\n## Software\n•\tOpenCV\t\n•\tTensorFlow\n•\tPytorch\n\n## Files  \n* Codes:\n  1. `Lab2_ImageFiltering.ipynb`: Computer Vision Foundations: Images and Filtering\n  2. `Lab3_SIFT.ipynb`: SIFT Algorithm\n  3. `Lab4_Logo_Contest.ipynb`: Logo Contest: Visual Logo Recognition Contest\n  4. `Lab5_BoW.ipynb`: Bag-of-visual-words for Image Classification\n  5. `Lab6_MLP.ipynb`:  Deep Neural Networks for Image Classification (Part I): Multilayer\n  Perceptron (MLP)\n  6. `Lab7_CNN.ipynb`: Deep Neural Networks for Image Classification (Part II): Convolutional Neural Networks (CNNs)\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falecruces%2Fcompvisionexploration","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falecruces%2Fcompvisionexploration","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falecruces%2Fcompvisionexploration/lists"}