examples/example_usage.ipynb

{"cells":[{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"! git clone https://github.com/Nelson-Gon/cytounet.git","execution_count":1,"outputs":[{"output_type":"stream","text":"Cloning into 'cytounet'...\nremote: Enumerating objects: 158, done.\u001b[K\nremote: Counting objects: 100% (158/158), done.\u001b[K\nremote: Compressing objects: 100% (137/137), done.\u001b[K\nremote: Total 1432 (delta 42), reused 129 (delta 20), pack-reused 1274\u001b[K\nReceiving objects: 100% (1432/1432), 101.29 MiB | 26.38 MiB/s, done.\nResolving deltas: 100% (603/603), done.\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"%cd cytounet ","execution_count":2,"outputs":[{"output_type":"stream","text":"/kaggle/working/cytounet\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from cytounet.model import *\nfrom cytounet.augmentation import *\nfrom cytounet.data import * \nfrom cytounet.post_model import *","execution_count":3,"outputs":[{"output_type":"stream","text":"Using TensorFlow backend.\n","name":"stderr"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"x_train = read_images(\"examples/BBBC030_v1/train/images\", image_suffix=\"png\")\ny_train = read_images(\"examples/BBBC030_v1/train/new_outlines\", image_suffix=\"png\")","execution_count":4,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"show_images(x_train, y_train, titles=['Train Image', 'Train Label'], number = 4)","execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x1440 with 8 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"data_gen_args = dict(rotation_range=0.1,\n                    width_shift_range=0.1,\n                     rescale = 1/255.,\n                    height_shift_range=0.05,\n                    shear_range=0.1,\n                    zoom_range=0.05,\n                    horizontal_flip=True,\n                    fill_mode='nearest') ","execution_count":6,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# augmentation will take up a lot of space, only use if you have enough space on disk\n#! if [ ! -d \"aug\" ]; then mkdir aug aug/images aug/masks;fi","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"my_generator = generate_train_data(8,'examples/BBBC030_v1/train','images','new_outlines',\n                                   data_gen_args,save_to_dir = None, seed= 12,\n                              target_size = (256, 256))\nvalid_generator = generate_validation_data(8,'examples/BBBC030_v1/validation','images','new_outlines',\n                                   data_gen_args,save_to_dir = None, seed= 12,\n                              target_size = (256, 256))","execution_count":7,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model = unet(input_size = (256, 256, 1), optimiser='Adam', learning_rate=3e-4, \n             metrics=[dice_coef], loss=dice_coef_loss, use_regularizer=False)","execution_count":8,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"history = train(model, my_generator,epochs = 5, steps_per_epoch= 150,verbose=1) ","execution_count":9,"outputs":[{"output_type":"stream","text":"Epoch 1/5\nFound 20 images belonging to 1 classes.\nFound 20 images belonging to 1 classes.\n['images/cho21.png', 'images/cho22.png', 'images/cho23.png', 'images/cho24.png', 'images/cho25.png', 'images/cho26.png', 'images/cho27.png', 'images/cho28.png', 'images/cho29.png', 'images/cho30.png', 'images/cho31.png', 'images/cho32.png', 'images/cho33.png', 'images/cho34.png', 'images/cho35.png', 'images/cho36.png', 'images/cho37.png', 'images/cho38.png', 'images/cho39.png', 'images/cho40.png']\n['new_outlines/cho21.png', 'new_outlines/cho22.png', 'new_outlines/cho23.png', 'new_outlines/cho24.png', 'new_outlines/cho25.png', 'new_outlines/cho26.png', 'new_outlines/cho27.png', 'new_outlines/cho28.png', 'new_outlines/cho29.png', 'new_outlines/cho30.png', 'new_outlines/cho31.png', 'new_outlines/cho32.png', 'new_outlines/cho33.png', 'new_outlines/cho34.png', 'new_outlines/cho35.png', 'new_outlines/cho36.png', 'new_outlines/cho37.png', 'new_outlines/cho38.png', 'new_outlines/cho39.png', 'new_outlines/cho40.png']\n150/150 [==============================] - 50s 330ms/step - loss: 0.2939 - dice_coef: 0.7061\nEpoch 2/5\n150/150 [==============================] - 44s 293ms/step - loss: 0.0874 - dice_coef: 0.9126\nEpoch 3/5\n150/150 [==============================] - 44s 291ms/step - loss: 0.0803 - dice_coef: 0.9197\nEpoch 4/5\n150/150 [==============================] - 43s 288ms/step - loss: 0.0771 - dice_coef: 0.9229\nEpoch 5/5\n150/150 [==============================] - 44s 292ms/step - loss: 0.0759 - dice_coef: 0.9241\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.plot(history.history['loss'])\nplt.plot(history.history['dice_coef'])\nplt.legend(('loss', 'Dice Coefficient'))","execution_count":10,"outputs":[{"output_type":"execute_result","execution_count":10,"data":{"text/plain":"<matplotlib.legend.Legend at 0x7f9d2a0ec910>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.save(\"cho.hdf5\")","execution_count":11,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y_test = read_images(\"examples/BBBC030_v1/test_truth/new_outlines\",image_suffix=\"png\")","execution_count":12,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"results = predict(test_path=\"examples/BBBC030_v1/test\",model_weights= \"cho.hdf5\",train_seed = 12,\n                  target_size = (256, 256),custom_loss = {'dice_coef': dice_coef,\n                                               'dice_coef_loss': dice_coef_loss})","execution_count":13,"outputs":[{"output_type":"stream","text":"Found 20 images belonging to 1 classes.\n['images/cho41.png', 'images/cho42.png', 'images/cho43.png', 'images/cho44.png', 'images/cho45.png', 'images/cho46.png', 'images/cho47.png', 'images/cho48.png', 'images/cho49.png', 'images/cho50.png', 'images/cho51.png', 'images/cho52.png', 'images/cho53.png', 'images/cho54.png', 'images/cho55.png', 'images/cho56.png', 'images/cho57.png', 'images/cho58.png', 'images/cho59.png', 'images/cho60.png']\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"!mkdir predictions ","execution_count":14,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"save_predictions(\"predictions\", results, image_prefix=\"predicted\", image_suffix=\"png\")","execution_count":15,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"predictions = read_image_spec(\"predictions\", \"png\", load_format=\"pred*\", verbose=False)","execution_count":21,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"contours, areas, edges = find_contours(predictions, return_edges=True)","execution_count":18,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# 100 here is the minimum area we want to show\n# Use 0 to show all\nareas_plot, original_images = draw_contours(areas, contours, predictions, 100,\n                                      number=4, figure_size=(20, 20), show_text=False)","execution_count":22,"outputs":[{"output_type":"stream","text":"Returning 4 images as requested\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x1440 with 8 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"show_images(y_test, results,number = 6, titles=['truth', 'predicted'], figure_size=(20,20))","execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x1440 with 12 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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# finetuning(aka transfer learning)\nfine_tuned = finetune(\"cho.hdf5\",model, my_generator,epochs = 10, steps_per_epoch= 150,verbose=1,\n                             validation_data = valid_generator,validation_steps=40,\n                      monitor_metric=\"val_loss\",\n                             save_best_only=True)","execution_count":24,"outputs":[{"output_type":"stream","text":"Epoch 1/10\nFound 20 images belonging to 1 classes.\nFound 20 images belonging to 1 classes.\n['images/cho01.png', 'images/cho02.png', 'images/cho03.png', 'images/cho04.png', 'images/cho05.png', 'images/cho06.png', 'images/cho07.png', 'images/cho08.png', 'images/cho09.png', 'images/cho10.png', 'images/cho11.png', 'images/cho12.png', 'images/cho13.png', 'images/cho14.png', 'images/cho15.png', 'images/cho16.png', 'images/cho17.png', 'images/cho18.png', 'images/cho19.png', 'images/cho20.png']\n['new_outlines/cho01.png', 'new_outlines/cho02.png', 'new_outlines/cho03.png', 'new_outlines/cho04.png', 'new_outlines/cho05.png', 'new_outlines/cho06.png', 'new_outlines/cho07.png', 'new_outlines/cho08.png', 'new_outlines/cho09.png', 'new_outlines/cho10.png', 'new_outlines/cho11.png', 'new_outlines/cho12.png', 'new_outlines/cho13.png', 'new_outlines/cho14.png', 'new_outlines/cho15.png', 'new_outlines/cho16.png', 'new_outlines/cho17.png', 'new_outlines/cho18.png', 'new_outlines/cho19.png', 'new_outlines/cho20.png']\n150/150 [==============================] - 56s 375ms/step - loss: 0.1496 - dice_coef: 0.8504 - val_loss: 0.1060 - val_dice_coef: 0.4333\n\nEpoch 00001: val_loss improved from inf to 0.10595, saving model to cho.hdf5\nEpoch 2/10\n150/150 [==============================] - 52s 346ms/step - loss: 0.1914 - dice_coef: 0.8086 - val_loss: 0.1165 - val_dice_coef: 0.4805\n\nEpoch 00002: val_loss did not improve from 0.10595\nEpoch 3/10\n150/150 [==============================] - 52s 346ms/step - loss: 0.2019 - dice_coef: 0.7981 - val_loss: 0.1234 - val_dice_coef: 0.4569\n\nEpoch 00003: val_loss did not improve from 0.10595\nEpoch 4/10\n150/150 [==============================] - 52s 349ms/step - loss: 0.2083 - dice_coef: 0.7917 - val_loss: 0.1280 - val_dice_coef: 0.4338\n\nEpoch 00004: val_loss did not improve from 0.10595\nEpoch 5/10\n150/150 [==============================] - 52s 346ms/step - loss: 0.1965 - dice_coef: 0.8035 - val_loss: 0.1345 - val_dice_coef: 0.4593\n\nEpoch 00005: val_loss did not improve from 0.10595\nEpoch 6/10\n150/150 [==============================] - 52s 348ms/step - loss: 0.1929 - dice_coef: 0.8071 - val_loss: 0.1153 - val_dice_coef: 0.4623\n\nEpoch 00006: val_loss did not improve from 0.10595\nEpoch 7/10\n150/150 [==============================] - 52s 347ms/step - loss: 0.1954 - dice_coef: 0.8046 - val_loss: 0.1216 - val_dice_coef: 0.4428\n\nEpoch 00007: val_loss did not improve from 0.10595\nEpoch 8/10\n150/150 [==============================] - 52s 347ms/step - loss: 0.1946 - dice_coef: 0.8054 - val_loss: 0.1050 - val_dice_coef: 0.4480\n\nEpoch 00008: val_loss improved from 0.10595 to 0.10504, saving model to cho.hdf5\nEpoch 9/10\n150/150 [==============================] - 52s 347ms/step - loss: 0.1883 - dice_coef: 0.8117 - val_loss: 0.1259 - val_dice_coef: 0.4820\n\nEpoch 00009: val_loss did not improve from 0.10504\nEpoch 10/10\n150/150 [==============================] - 52s 349ms/step - loss: 0.1983 - dice_coef: 0.8017 - val_loss: 0.1233 - val_dice_coef: 0.4137\n\nEpoch 00010: val_loss did not improve from 0.10504\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"results_fine_tuned = predict(test_path=\"examples/BBBC030_v1/test\",model_weights= \"cho.hdf5\",train_seed = 12,\n                  target_size = (256, 256),custom_loss = {'dice_coef': dice_coef,\n                                               'dice_coef_loss': dice_coef_loss})","execution_count":25,"outputs":[{"output_type":"stream","text":"Found 20 images belonging to 1 classes.\n['images/cho41.png', 'images/cho42.png', 'images/cho43.png', 'images/cho44.png', 'images/cho45.png', 'images/cho46.png', 'images/cho47.png', 'images/cho48.png', 'images/cho49.png', 'images/cho50.png', 'images/cho51.png', 'images/cho52.png', 'images/cho53.png', 'images/cho54.png', 'images/cho55.png', 'images/cho56.png', 'images/cho57.png', 'images/cho58.png', 'images/cho59.png', 'images/cho60.png']\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"show_images(y_test, results_fine_tuned,number = 4, titles=['truth', 'predicted'], figure_size=(20,20))","execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x1440 with 8 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\n"},"metadata":{"needs_background":"light"}}]}],"metadata":{"kernelspec":{"name":"python3","display_name":"Python 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