{"id":21216744,"url":"https://github.com/mingtaoguo/faster_rcnn_tensorflow","last_synced_at":"2025-07-10T11:32:35.457Z","repository":{"id":168646398,"uuid":"230546600","full_name":"MingtaoGuo/Faster_RCNN_TensorFlow","owner":"MingtaoGuo","description":"Simple implementation of faster rcnn by TensorFlow, containing 4 step training and easy to understand","archived":false,"fork":false,"pushed_at":"2019-12-28T07:42:54.000Z","size":904,"stargazers_count":6,"open_issues_count":2,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-04-05T13:11:21.139Z","etag":null,"topics":["faster-rcnn","object-detection","rpn","tensorflow"],"latest_commit_sha":null,"homepage":null,"language":"Python","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/MingtaoGuo.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":"2019-12-28T02:19:12.000Z","updated_at":"2021-08-09T12:52:40.000Z","dependencies_parsed_at":null,"dependency_job_id":"9581f995-32ef-4f19-b0f1-7e3de7bdbc38","html_url":"https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow","commit_stats":null,"previous_names":["mingtaoguo/faster_rcnn_tensorflow"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/MingtaoGuo/Faster_RCNN_TensorFlow","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MingtaoGuo%2FFaster_RCNN_TensorFlow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MingtaoGuo%2FFaster_RCNN_TensorFlow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MingtaoGuo%2FFaster_RCNN_TensorFlow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MingtaoGuo%2FFaster_RCNN_TensorFlow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MingtaoGuo","download_url":"https://codeload.github.com/MingtaoGuo/Faster_RCNN_TensorFlow/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MingtaoGuo%2FFaster_RCNN_TensorFlow/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":264573190,"owners_count":23630439,"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":["faster-rcnn","object-detection","rpn","tensorflow"],"created_at":"2024-11-20T21:55:28.740Z","updated_at":"2025-07-10T11:32:35.434Z","avatar_url":"https://github.com/MingtaoGuo.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Faster_RCNN_TensorFlow\nSimple implementation of faster rcnn by TensorFlow, containing 4 step training and easy to understand\n\n# Introduction\n![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/faster%20rcnn.jpg)\n\n#### Figure draw by Mingtao Guo\n# Dataset\nPascal Voc 2007\n\n# Requirements\n1. tensorflow 1.4.0\n2. numpy\n3. scipy\n4. pillow\n\n# How to use\n1. Download the pretrained vgg16 model, and then put vgg16 model into the folder 'pretrained_VGG'.\n   download address: http://download.tensorflow.org/models/vgg_16_2016_08_28.tar.gz (please unzip it)\n2. Download the Pascal VOC 2007 dataset.\n   download address: http://pjreddie.com/media/files/VOCtrainval_06-Nov-2007.tar (please unzip it)\n3. Execute step1_train_rpn.py, step2_train_fast_rcnn.py, step3_finetune_rpn.py, step4_finetune_fast_rcnn.py in order.\n4. Testing please execute inference.py\n\n# Results\n||||\n|-|-|-|\n|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/1.jpg)|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/2.jpg)|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/3.jpg)|\n|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/4.jpg)|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/5.jpg)|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/6.jpg)|\n|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/7.jpg)|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/8.jpg)|![](https://github.com/MingtaoGuo/Faster_RCNN_TensorFlow/blob/master/IMGS/9.jpg)|\n\n# Reference\n[1]. Ren, Shaoqing, et al. \"Faster r-cnn: Towards real-time object detection with region proposal networks.\" Advances in neural information processing systems. 2015.\n# Author\nMingtao Guo\n             \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmingtaoguo%2Ffaster_rcnn_tensorflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmingtaoguo%2Ffaster_rcnn_tensorflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmingtaoguo%2Ffaster_rcnn_tensorflow/lists"}