{"id":22552999,"url":"https://github.com/sirius-mhlee/object-detection-using-tensorflow-faster-rcnn","last_synced_at":"2026-04-18T12:03:12.130Z","repository":{"id":163957068,"uuid":"164224118","full_name":"sirius-mhlee/object-detection-using-tensorflow-faster-rcnn","owner":"sirius-mhlee","description":"Tensorflow implementation of Faster 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Detection using Tensorflow Faster R-CNN\n===========================================\n\nTensorflow implementation of Faster R-CNN.\nhttp://www.rossgirshick.info/  \nUsing 17 Category Flower Dataset.\nhttp://www.robots.ox.ac.uk/~vgg/data/flowers/17/\n\t\n    Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks\n    Shaoqing Ren, Kaiming He, Ross Girshick, Jian Sun\n    Neural Information Processing Systems (NIPS), 2015\n\nTraining Usage\n-----\n\n    python TrainingModel.py train_data_file cnn_model_file cnn_mean_file\n      output_cnn_model_file output_rpn_model_file output_detection_model_file\n\n    ex)\n    python TrainingModel.py ./data/train_data.txt ./alexnetconv/alexnet_model.npy ./alexnetconv/alexnet_mean.txt\n      ./alexnetconv/alexnetconv_model.npy ./rpn/rpn_model.npy ./detection/detection_model.npy\n\nTraining Result\n-----\n\n![train_result.jpg](./example/train_result.jpg)\n\nDetection Usage\n-----\n\n    python DetectionImage.py cnn_mean_file cnn_model_file rpn_model_file\n      detection_model_file label_file input_image_file output_image_file\n\n    ex)\n    python DetectionImage.py ./alexnetconv/alexnet_mean.txt ./alexnetconv/alexnetconv_model.npy ./rpn/rpn_model.npy\n      ./detection/detection_model.npy ./alexnetconv/flower_classes.txt ./example/tulip.jpg ./example/tulip_result.jpg\n\nDetection Result\n-----\n\n\u003cimg src=\"./example/tulip.jpg\" width=\"45%\" height=\"45%\"\u003e \u003cimg src=\"./example/tulip_result.jpg\" width=\"45%\" height=\"45%\"\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsirius-mhlee%2Fobject-detection-using-tensorflow-faster-rcnn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsirius-mhlee%2Fobject-detection-using-tensorflow-faster-rcnn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsirius-mhlee%2Fobject-detection-using-tensorflow-faster-rcnn/lists"}