{"id":20942535,"url":"https://github.com/pierluigiferrari/data_generator_object_detection_2d","last_synced_at":"2025-05-13T23:33:07.583Z","repository":{"id":83425794,"uuid":"127354963","full_name":"pierluigiferrari/data_generator_object_detection_2d","owner":"pierluigiferrari","description":"A data generator for 2D object detection","archived":false,"fork":false,"pushed_at":"2018-04-16T12:35:09.000Z","size":34239,"stargazers_count":85,"open_issues_count":0,"forks_count":38,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-02T10:11:09.758Z","etag":null,"topics":["data-augmentation","data-generator","image-transformations","object-detection"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/pierluigiferrari.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2018-03-29T22:45:34.000Z","updated_at":"2024-10-17T14:42:43.000Z","dependencies_parsed_at":null,"dependency_job_id":"70ede77b-4daa-48a2-859f-580fead3c4e8","html_url":"https://github.com/pierluigiferrari/data_generator_object_detection_2d","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pierluigiferrari%2Fdata_generator_object_detection_2d","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pierluigiferrari%2Fdata_generator_object_detection_2d/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pierluigiferrari%2Fdata_generator_object_detection_2d/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pierluigiferrari%2Fdata_generator_object_detection_2d/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pierluigiferrari","download_url":"https://codeload.github.com/pierluigiferrari/data_generator_object_detection_2d/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254043218,"owners_count":22004912,"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":["data-augmentation","data-generator","image-transformations","object-detection"],"created_at":"2024-11-18T23:28:03.243Z","updated_at":"2025-05-13T23:33:02.537Z","avatar_url":"https://github.com/pierluigiferrari.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Data Generator for 2D Object Detection\n---\n\n| | |\n|---|---|\n| ![img01](examples/image01_original.png) | ![img01](examples/image01_processed01.png) |\n| ![img01](examples/image01_processed02.png) | ![img01](examples/image01_processed03.png) |\n\n### Contents\n\n1. [Overview](#overview)\n2. [Dependencies](#dependencies)\n3. [How to use it](#how-to-use-it)\n\n### Overview\n\nThis is a data generator for 2D object detection with axis-aligned rectangular bounding boxes. Its main focus is on flexible and easily extensible data augmentation capabilities.\n\nMain features:\n* Lets you easily define arbitrary chains of image transformations.\n* Provides most common photometric and geometric image transformations out of the box.\n* Provides both random and deterministic versions of all image transformations.\n* Provides flexible options for how to decide whether a random transformation of an image is \"valid\" (see tutorial).\n* Provides parsers for ground truth annotations in the MS COCO (JSON) and Pascal VOC (XML) formats as well as for a wide range of CSV formats.\n\n### Dependencies\n\n* Python 3.x\n* Numpy\n* OpenCV\n* Beautiful Soup 4.x\n\nPython 2 compatibility: This implementation seems to work with Python 2.7, but I don't provide any support for it. It's 2018 and nobody should be using Python 2 anymore.\n\n### How to use it\n\nEverything you need to know in order to use this data generator is explained in the following Jupyter notebook tutorial:\n\n* [Data Generator Tutorial](data_generator_tutorial.ipynb)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpierluigiferrari%2Fdata_generator_object_detection_2d","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpierluigiferrari%2Fdata_generator_object_detection_2d","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpierluigiferrari%2Fdata_generator_object_detection_2d/lists"}