{"cells":[{"metadata":{"id":"lVwnECFw1Te5","colab_type":"code","outputId":"9fd48d84-579a-4c6e-ea3f-c6f042720314","colab":{"base_uri":"https://localhost:8080/","height":35},"trusted":true},"cell_type":"code","source":"from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img\nfrom keras.utils import to_categorical\nimport os\nimport shutil\nfrom glob import glob\nimport cv2\nimport numpy as np\nfrom matplotlib import pylab as plt\nimport tensorflow as tf","execution_count":101,"outputs":[]},{"metadata":{"id":"JSSc9jYR6jWj","colab_type":"code","colab":{},"trusted":true},"cell_type":"code","source":"# def load_train(batch_size):\n#   path1=sorted(glob('../input/data_set/data_set/train/*'))\n#   path2=sorted(glob('../input/data_set/data_set/label/*'))\n#   n_batches=int(len(path1)/batch_size)\n  \n#   for i in range(n_batches):\n#     batch1=path1[i*batch_size:(i+1)*batch_size]\n#     batch2=path2[i*batch_size:(i+1)*batch_size]\n#     train_images=[]\n#     train_labels=[]\n#     for filename1,filename2 in zip(batch1,batch2):\n#       img1=cv2.imread(filename1,-1)\n#       img2=cv2.imread(filename2,-1)\n#       img1=img1[...,::-1]\n#       img1=img1.reshape(512,512,1)\n#       img2=img2[...,::-1]\n#       img2=img2.reshape(512,512,1)\n#       train_images.append(img1)\n#       train_labels.append(img2)\n  \n#     train_images=np.array(train_images)/255\n#     train_labels=np.array(train_labels)/255\n  \n#     yield train_images,train_labels  ","execution_count":102,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def load_train():\n  path1=sorted(glob('../input/segmentation/data_set/data_set/train/*'))\n  path2=sorted(glob('../input/segmentation/data_set/data_set/label/*'))\n  \n  train_images=[]\n  train_labels=[]\n  for filename1,filename2 in zip(path1,path2):\n    img1=cv2.imread(filename1,-1)\n    img2=cv2.imread(filename2,-1)\n    img1=img1[...,::-1]\n    img1=img1.reshape(512,512,1)\n    img2=img2[...,::-1]\n    img2=img2.reshape(512,512,1)\n    train_images.append(img1)\n    train_labels.append(img2)\n    \n  train_images=np.array(train_images)/255\n  train_labels=(np.array(train_labels)/255).astype('uint8')\n  \n  return train_images,train_labels","execution_count":103,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_images,train_labels=load_train()\n#train_labels=to_categorical(train_labels,2)\nprint(train_images.shape)\nprint(train_labels.shape)\nprint(type(train_images[0][1][300][0]))\nprint(train_images[0][1][300][0])\nprint(type(train_labels[0][1][300][0]))\nprint(train_labels[0][1][300][0])","execution_count":104,"outputs":[{"output_type":"stream","text":"(30, 512, 512, 1)\n(30, 512, 512, 1)\n<class 'numpy.float64'>\n0.34509803921568627\n<class 'numpy.uint8'>\n0\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"for i in range(2):\n    plt.subplot(2,2,i+1)\n    plt.imshow(train_images[i].reshape(512,512),cmap='gray')\n    plt.subplot(2,2,i+3)\n    plt.imshow(train_labels[i,:,:,0],cmap='gray')","execution_count":105,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"id":"xvZVAiqJszHY","colab_type":"code","colab":{},"trusted":true},"cell_type":"code","source":"def load_data(batch_size):\n  path=glob('../input/segmentation/data_set/data_set/test/*')\n  batch=np.random.choice(path,size=batch_size)\n  test_images=[]\n  for filename in batch:\n    img=cv2.imread(filename,-1)\n    img=img[...,::-1]\n    img=img.reshape(512,512,1)\n    test_images.append(img)\n  test_images=np.array(test_images)/255\n  \n  return test_images","execution_count":106,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_images=load_data(2)\nprint(test_images.shape)\nprint(type(test_images[0][0][0][0]))","execution_count":107,"outputs":[{"output_type":"stream","text":"(2, 512, 512, 1)\n<class 'numpy.float64'>\n","name":"stdout"}]},{"metadata":{"id":"oVlvNQi3wb8M","colab_type":"code","outputId":"1b5a6096-8f94-4b1f-810c-2c2704a42b8f","colab":{"base_uri":"https://localhost:8080/","height":222},"trusted":true},"cell_type":"code","source":"fig=plt.figure()\nfor i in range(2):\n  plt.subplot(1,2,i+1)\n  plt.imshow(test_images[i].reshape(512,512),cmap='gray')","execution_count":108,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"id":"9ooBCJyg2z4h","colab_type":"code","colab":{},"trusted":true},"cell_type":"code","source":"import keras.layers as layers\nfrom keras.models import Model\nfrom keras.optimizers import Adam\nimport time\nfrom keras import backend as K\nfrom keras.metrics import categorical_accuracy","execution_count":109,"outputs":[]},{"metadata":{"id":"GP0KV7411qLs","colab_type":"code","colab":{},"trusted":true},"cell_type":"code","source":"class Unet():\n  def __init__(self,img_rows=512,img_cols=512):\n    self.img_rows=img_rows\n    self.img_cols=img_cols\n    self.df=64\n    self.uf=64\n    self.img_shape=(self.img_rows,self.img_cols,1)\n    \n  def build_unet(self):\n    def conv2d(layer_input,filters,dropout_rate=0):\n      d=layers.Conv2D(filters,kernel_size=(3,3),strides=(1,1),padding='same',activation='relu',\n                      kernel_initializer='he_normal')(layer_input)\n      if dropout_rate:\n        d=layers.Dropout(dropout_rate)(d)\n      return d\n    \n    def deconv2d(layer_input,skip_input,filters):\n      u=layers.UpSampling2D((2,2))(layer_input)\n      u=layers.Conv2D(filters,kernel_size=(2,2),strides=(1,1),padding='same',activation='relu',\n                      kernel_initializer='he_normal')(u)\n      u=layers.Concatenate()([u,skip_input])\n      return u\n    \n    inputs=layers.Input(shape=self.img_shape)\n    \n    conv1=conv2d(inputs,self.df)\n    conv1=conv2d(conv1,self.df)\n    pool1=layers.MaxPooling2D(pool_size=(2,2))(conv1)\n    \n    conv2=conv2d(pool1,self.df*2)\n    conv2=conv2d(conv2,self.df*2)\n    pool2=layers.MaxPooling2D(pool_size=(2,2))(conv2)\n    \n    conv3=conv2d(pool2,self.df*4)\n    conv3=conv2d(conv3,self.df*4)\n    pool3=layers.MaxPooling2D(pool_size=(2,2))(conv3)\n    \n    conv4=conv2d(pool3,self.df*8)\n    conv4=conv2d(conv4,self.df*8,dropout_rate=0.5)\n    pool4=layers.MaxPooling2D(pool_size=(2,2))(conv4)\n    \n    conv5=conv2d(pool4,self.df*16)\n    conv5=conv2d(conv5,self.df*16,dropout_rate=0.5)\n    \n    up6=deconv2d(conv5,conv4,self.uf*8)\n    conv6=conv2d(up6,self.df*8)\n    conv6=conv2d(conv6,self.df*8)\n    \n    up7=deconv2d(conv6,conv3,self.uf*4)\n    conv7=conv2d(up7,self.uf*4)\n    conv7=conv2d(conv7,self.uf*4)\n    \n    up8=deconv2d(conv7,conv2,self.uf*2)\n    conv8=conv2d(up8,self.uf*2)\n    conv8=conv2d(conv8,self.uf*2)\n    \n    up9=deconv2d(conv8,conv1,self.uf)\n    conv9=conv2d(up9,self.uf)\n    conv9=conv2d(conv9,self.uf)\n    \n    #outputs=layers.Conv2D(1,kernel_size=(1,1),strides=(1,1),activation='sigmoid')(conv9)\n    outputs=layers.Conv2D(2,kernel_size=(1,1),strides=(1,1),activation='softmax')(conv9)\n    model=Model(inputs=inputs,outputs=outputs)\n    \n    return model\n    ","execution_count":110,"outputs":[]},{"metadata":{"id":"u_UVgsU_CtpO","colab_type":"code","colab":{},"trusted":true},"cell_type":"code","source":"a=Unet()\nunet=a.build_unet()\nunet.summary()","execution_count":111,"outputs":[{"output_type":"stream","text":"__________________________________________________________________________________________________\nLayer (type)                    Output Shape         Param #     Connected to                     \n==================================================================================================\ninput_7 (InputLayer)            (None, 512, 512, 1)  0                                            \n__________________________________________________________________________________________________\nconv2d_139 (Conv2D)             (None, 512, 512, 64) 640         input_7[0][0]                    \n__________________________________________________________________________________________________\nconv2d_140 (Conv2D)             (None, 512, 512, 64) 36928       conv2d_139[0][0]                 \n__________________________________________________________________________________________________\nmax_pooling2d_25 (MaxPooling2D) (None, 256, 256, 64) 0           conv2d_140[0][0]                 \n__________________________________________________________________________________________________\nconv2d_141 (Conv2D)             (None, 256, 256, 128 73856       max_pooling2d_25[0][0]           \n__________________________________________________________________________________________________\nconv2d_142 (Conv2D)             (None, 256, 256, 128 147584      conv2d_141[0][0]                 \n__________________________________________________________________________________________________\nmax_pooling2d_26 (MaxPooling2D) (None, 128, 128, 128 0           conv2d_142[0][0]                 \n__________________________________________________________________________________________________\nconv2d_143 (Conv2D)             (None, 128, 128, 256 295168      max_pooling2d_26[0][0]           \n__________________________________________________________________________________________________\nconv2d_144 (Conv2D)             (None, 128, 128, 256 590080      conv2d_143[0][0]                 \n__________________________________________________________________________________________________\nmax_pooling2d_27 (MaxPooling2D) (None, 64, 64, 256)  0           conv2d_144[0][0]                 \n__________________________________________________________________________________________________\nconv2d_145 (Conv2D)             (None, 64, 64, 512)  1180160     max_pooling2d_27[0][0]           \n__________________________________________________________________________________________________\nconv2d_146 (Conv2D)             (None, 64, 64, 512)  2359808     conv2d_145[0][0]                 \n__________________________________________________________________________________________________\ndropout_13 (Dropout)            (None, 64, 64, 512)  0           conv2d_146[0][0]                 \n__________________________________________________________________________________________________\nmax_pooling2d_28 (MaxPooling2D) (None, 32, 32, 512)  0           dropout_13[0][0]                 \n__________________________________________________________________________________________________\nconv2d_147 (Conv2D)             (None, 32, 32, 1024) 4719616     max_pooling2d_28[0][0]           \n__________________________________________________________________________________________________\nconv2d_148 (Conv2D)             (None, 32, 32, 1024) 9438208     conv2d_147[0][0]                 \n__________________________________________________________________________________________________\ndropout_14 (Dropout)            (None, 32, 32, 1024) 0           conv2d_148[0][0]                 \n__________________________________________________________________________________________________\nup_sampling2d_25 (UpSampling2D) (None, 64, 64, 1024) 0           dropout_14[0][0]                 \n__________________________________________________________________________________________________\nconv2d_149 (Conv2D)             (None, 64, 64, 512)  2097664     up_sampling2d_25[0][0]           \n__________________________________________________________________________________________________\nconcatenate_25 (Concatenate)    (None, 64, 64, 1024) 0           conv2d_149[0][0]                 \n                                                                 dropout_13[0][0]                 \n__________________________________________________________________________________________________\nconv2d_150 (Conv2D)             (None, 64, 64, 512)  4719104     concatenate_25[0][0]             \n__________________________________________________________________________________________________\nconv2d_151 (Conv2D)             (None, 64, 64, 512)  2359808     conv2d_150[0][0]                 \n__________________________________________________________________________________________________\nup_sampling2d_26 (UpSampling2D) (None, 128, 128, 512 0           conv2d_151[0][0]                 \n__________________________________________________________________________________________________\nconv2d_152 (Conv2D)             (None, 128, 128, 256 524544      up_sampling2d_26[0][0]           \n__________________________________________________________________________________________________\nconcatenate_26 (Concatenate)    (None, 128, 128, 512 0           conv2d_152[0][0]                 \n                                                                 conv2d_144[0][0]                 \n__________________________________________________________________________________________________\nconv2d_153 (Conv2D)             (None, 128, 128, 256 1179904     concatenate_26[0][0]             \n__________________________________________________________________________________________________\nconv2d_154 (Conv2D)             (None, 128, 128, 256 590080      conv2d_153[0][0]                 \n__________________________________________________________________________________________________\nup_sampling2d_27 (UpSampling2D) (None, 256, 256, 256 0           conv2d_154[0][0]                 \n__________________________________________________________________________________________________\nconv2d_155 (Conv2D)             (None, 256, 256, 128 131200      up_sampling2d_27[0][0]           \n__________________________________________________________________________________________________\nconcatenate_27 (Concatenate)    (None, 256, 256, 256 0           conv2d_155[0][0]                 \n                                                                 conv2d_142[0][0]                 \n__________________________________________________________________________________________________\nconv2d_156 (Conv2D)             (None, 256, 256, 128 295040      concatenate_27[0][0]             \n__________________________________________________________________________________________________\nconv2d_157 (Conv2D)             (None, 256, 256, 128 147584      conv2d_156[0][0]                 \n__________________________________________________________________________________________________\nup_sampling2d_28 (UpSampling2D) (None, 512, 512, 128 0           conv2d_157[0][0]                 \n__________________________________________________________________________________________________\nconv2d_158 (Conv2D)             (None, 512, 512, 64) 32832       up_sampling2d_28[0][0]           \n__________________________________________________________________________________________________\nconcatenate_28 (Concatenate)    (None, 512, 512, 128 0           conv2d_158[0][0]                 \n                                                                 conv2d_140[0][0]                 \n__________________________________________________________________________________________________\nconv2d_159 (Conv2D)             (None, 512, 512, 64) 73792       concatenate_28[0][0]             \n__________________________________________________________________________________________________\nconv2d_160 (Conv2D)             (None, 512, 512, 64) 36928       conv2d_159[0][0]                 \n__________________________________________________________________________________________________\nconv2d_161 (Conv2D)             (None, 512, 512, 2)  130         conv2d_160[0][0]                 \n==================================================================================================\nTotal params: 31,030,658\nTrainable params: 31,030,658\nNon-trainable params: 0\n__________________________________________________________________________________________________\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# def dice_coef_loss(y_true,y_pred):\n#   y_true_f=K.flatten(y_true)\n#   y_pred_f=K.flatten(y_pred)\n#   intersection=K.sum(y_true_f*y_pred_f)\n#   return 1-(2*intersection)/(K.sum(y_true_f*y_true_f)+K.sum(y_pred_f*y_pred_f))","execution_count":112,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_labels=to_categorical(train_labels,2)","execution_count":113,"outputs":[]},{"metadata":{"id":"ZLpdOwvqLF_G","colab_type":"code","outputId":"834e86d1-26f3-4994-8ca4-341de9cfc17d","colab":{"base_uri":"https://localhost:8080/","height":5759},"trusted":true},"cell_type":"code","source":"unet.compile(loss='categorical_crossentropy',\n             optimizer=Adam(1e-4),\n             metrics=['categorical_accuracy'])\nunet.fit(train_images,train_labels,validation_split=0.1,batch_size=3,epochs=20,verbose=1,shuffle=True)\n","execution_count":114,"outputs":[{"output_type":"stream","text":"Train on 27 samples, validate on 3 samples\nEpoch 1/20\n27/27 [==============================] - 12s 454ms/step - loss: 0.6130 - categorical_accuracy: 0.7218 - val_loss: 0.4632 - val_categorical_accuracy: 0.7665\nEpoch 2/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.4251 - categorical_accuracy: 0.7895 - val_loss: 0.4425 - val_categorical_accuracy: 0.7681\nEpoch 3/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.3992 - categorical_accuracy: 0.8102 - val_loss: 0.4473 - val_categorical_accuracy: 0.7680\nEpoch 4/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.3589 - categorical_accuracy: 0.8228 - val_loss: 0.4546 - val_categorical_accuracy: 0.7718\nEpoch 5/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.3303 - categorical_accuracy: 0.8441 - val_loss: 0.3300 - val_categorical_accuracy: 0.8386\nEpoch 6/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.3236 - categorical_accuracy: 0.8492 - val_loss: 0.3692 - val_categorical_accuracy: 0.8127\nEpoch 7/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.3221 - categorical_accuracy: 0.8513 - val_loss: 0.3058 - val_categorical_accuracy: 0.8655\nEpoch 8/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.3023 - categorical_accuracy: 0.8635 - val_loss: 0.3141 - val_categorical_accuracy: 0.8576\nEpoch 9/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2932 - categorical_accuracy: 0.8680 - val_loss: 0.2961 - val_categorical_accuracy: 0.8700\nEpoch 10/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2839 - categorical_accuracy: 0.8735 - val_loss: 0.2934 - val_categorical_accuracy: 0.8714\nEpoch 11/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2820 - categorical_accuracy: 0.8752 - val_loss: 0.2766 - val_categorical_accuracy: 0.8814\nEpoch 12/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2835 - categorical_accuracy: 0.8741 - val_loss: 0.3083 - val_categorical_accuracy: 0.8620\nEpoch 13/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2749 - categorical_accuracy: 0.8788 - val_loss: 0.2719 - val_categorical_accuracy: 0.8814\nEpoch 14/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2678 - categorical_accuracy: 0.8818 - val_loss: 0.2670 - val_categorical_accuracy: 0.8846\nEpoch 15/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2585 - categorical_accuracy: 0.8869 - val_loss: 0.2604 - val_categorical_accuracy: 0.8871\nEpoch 16/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2492 - categorical_accuracy: 0.8919 - val_loss: 0.2543 - val_categorical_accuracy: 0.8900\nEpoch 17/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2423 - categorical_accuracy: 0.8948 - val_loss: 0.2483 - val_categorical_accuracy: 0.8916\nEpoch 18/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2414 - categorical_accuracy: 0.8948 - val_loss: 0.2467 - val_categorical_accuracy: 0.8929\nEpoch 19/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2343 - categorical_accuracy: 0.8981 - val_loss: 0.2854 - val_categorical_accuracy: 0.8749\nEpoch 20/20\n27/27 [==============================] - 4s 154ms/step - loss: 0.2353 - categorical_accuracy: 0.8981 - val_loss: 0.2526 - val_categorical_accuracy: 0.8894\n","name":"stdout"},{"output_type":"execute_result","execution_count":114,"data":{"text/plain":"<keras.callbacks.History at 0x7f08825db6d8>"},"metadata":{}}]},{"metadata":{"id":"c9ReQ5sQuFAq","colab_type":"code","colab":{},"trusted":true},"cell_type":"code","source":"test_images=load_data(2)\nprint(test_images.shape)\nresult=unet.predict(test_images)\nprint(type(result[0][0][0][0]))\nfig=plt.figure()\nfor i in range(2):\n    plt.subplot(2,2,i+1)\n    plt.imshow(test_images[i].reshape(512,512),cmap='gray')\n    plt.subplot(2,2,i+3)\n    plt.imshow(result[i,:,:,1],cmap='gray')","execution_count":117,"outputs":[{"output_type":"stream","text":"(2, 512, 512, 1)\n<class 'numpy.float32'>\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"!nvidia-smi","execution_count":118,"outputs":[{"output_type":"stream","text":"Tue May 28 08:18:07 2019       \r\n+-----------------------------------------------------------------------------+\r\n| NVIDIA-SMI 410.104      Driver Version: 410.104      CUDA Version: 10.0     |\r\n|-------------------------------+----------------------+----------------------+\r\n| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\r\n| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\r\n|===============================+======================+======================|\r\n|   0  Tesla P100-PCIE...  On   | 00000000:00:04.0 Off |                    0 |\r\n| N/A   59C    P0    41W / 250W |  15607MiB / 16280MiB |      0%      Default |\r\n+-------------------------------+----------------------+----------------------+\r\n                                                                               \r\n+-----------------------------------------------------------------------------+\r\n| Processes:                                                       GPU Memory |\r\n|  GPU       PID   Type   Process name                             Usage      |\r\n|=============================================================================|\r\n+-----------------------------------------------------------------------------+\r\n","name":"stdout"}]}],"metadata":{"colab":{"name":"U-Net.ipynb","version":"0.3.2","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"nbformat":4,"nbformat_minor":1}