#-------------------------------------------------------------------------------------------------------------------- # Configure environment: https://www.tensorflow.org/install/install_mac pip install tensorflow pip install opencv-python pip install shapely pip install google-cloud #-------------------------------------------------------------------------------------------------------------------- # Train Model to label images use https://github.com/tzutalin/labelImg python xml_to_csv.py python generate_tfrecord.py --csv_input=data/train_labels.csv --output_path=data/train.record python generate_tfrecord.py --csv_input=data/test_labels.csv --output_path=data/test.record # ------------------------------- # Retrain # Upload nessesary data # data scp -i "Documents/keys/odats.pem" -r /Users/odats/Documents/Projecets/elements-ai/make_object_detection_model/data ubuntu@54.171.76.250:models/object_detection #config scp -i "Documents/keys/odats.pem" -r /Users/odats/Documents/Projecets/elements-ai/make_object_detection_model/training ubuntu@54.171.76.250:models/object_detection # models scp -i "Documents/keys/odats.pem" -r /Users/odats/Documents/Projecets/oelements-ai/make_object_detection_model/models/faster_rcnn_resnet101_coco_11_06_2017 ubuntu@54.171.76.250:models/object_detection/models export PYTHONPATH=$PYTHONPATH:`pwd`:`pwd`/slim sudo python setup.py install #Train rm -rf elements_inference_graph rm -rf training_model python train.py --logtostderr --train_dir=training_model/ --pipeline_config_path=training/elements_ec2.config #Exports python export_inference_graph.py \ --input_type image_tensor \ --pipeline_config_path training/elements_ec2.config \ --trained_checkpoint_prefix training_model/model.ckpt-500 \ --output_directory elements_inference_graph # Copy scp -i "Documents/keys/odats.pem" -r ubuntu@54.171.76.250:models/object_detection/elements_inference_graph/frozen_inference_graph.pb /Users/odats/Documents/Projecets/elements_inference_graph/frozen_inference_graph.pb scp -i "Documents/keys/odats.pem" -r ubuntu@54.171.76.250:models/object_detection/elements_inference_graph /Users/odats/Documents/Projecets/elements_inference_graph