{"cells":[{"metadata":{"_uuid":"8a64d505be7b2a945339e8ad459525549dab8c4e"},"cell_type":"markdown","source":"Here is the Kernel for get start with image masking. We mask Carvana Image data set with U-net model and implement with Keras and Tensorslow"},{"metadata":{"_uuid":"52275e083e3b4d743a9abb52cebffee1dd7a2e80"},"cell_type":"markdown","source":"# Import Global"},{"metadata":{"trusted":true,"_uuid":"212fe59e53f19f3db2ed0e0f71a56a0bf79f2427"},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nfrom matplotlib import pyplot as plt \nfrom skimage import io, transform\nimport cv2\nimport tensorflow as tf","execution_count":1,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Let see the files we have"},{"metadata":{"trusted":true},"cell_type":"code","source":"import os\nprint(os.listdir(\"../input\"))","execution_count":2,"outputs":[{"output_type":"stream","text":"['test', 'train_masks.csv', 'train_masks', 'metadata.csv', 'sample_submission.csv', 'train']\n","name":"stdout"}]},{"metadata":{"_uuid":"9ddee5b6c6e47f53b253ce6c734616a8cbbad120"},"cell_type":"markdown","source":"# Global Varaible "},{"metadata":{"trusted":true,"_uuid":"19d5cff55b08118fc8e505074defc5b7d546c413"},"cell_type":"code","source":"FAST_RUN=False\nFAST_PREDICT=True\nIMAGE_WIDTH=128\nIMAGE_HEIGHT=128\nCHANNEL=3\ninput_shape=(IMAGE_WIDTH, IMAGE_HEIGHT, CHANNEL)\nmask_shape=(IMAGE_WIDTH, IMAGE_HEIGHT)\nimage_size=(IMAGE_WIDTH, IMAGE_HEIGHT)\nbatch_size=10\nepochs=3","execution_count":3,"outputs":[]},{"metadata":{"_uuid":"2e7045312fe86f8641160704cc17f3e9ffb9df68"},"cell_type":"markdown","source":"# Read Data"},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"metadata = pd.read_csv(\"../input/metadata.csv\")\ntrain_masks = pd.read_csv(\"../input/train_masks.csv\")\ntestdata = pd.read_csv(\"../input/sample_submission.csv\")","execution_count":4,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"50af092e858e5e0809a92e661f2157598c2a64e8"},"cell_type":"code","source":"print(train_masks.shape)\nprint(testdata.shape)","execution_count":5,"outputs":[{"output_type":"stream","text":"(5088, 2)\n(100064, 2)\n","name":"stdout"}]},{"metadata":{"_uuid":"7929aa13814f8d1090494494dbd90a51f796e983"},"cell_type":"markdown","source":"Fast run for development"},{"metadata":{"trusted":true,"_uuid":"091f00942c782e493612b3c1fb9b6022f7c4d35e"},"cell_type":"code","source":"if FAST_RUN:\n    epochs=1\n    train_masks = train_masks.sample(1000).reset_index()\n\nif FAST_PREDICT: \n    testdata = testdata.sample(batch_size).reset_index()","execution_count":6,"outputs":[]},{"metadata":{"_uuid":"cef195413f7e1959cc758e6cc7abde40fb6ef63c"},"cell_type":"markdown","source":"View test data frame"},{"metadata":{"trusted":true,"_uuid":"fed6b9908177e967e87b2d8e16c703223a7b195a"},"cell_type":"code","source":"testdata.head()","execution_count":7,"outputs":[{"output_type":"execute_result","execution_count":7,"data":{"text/plain":"   index                  img rle_mask\n0  80388  cc1e0a1addd5_05.jpg      1 1\n1  61423  9de472a87a27_16.jpg      1 1\n2  63883  a482ea271a5c_12.jpg      1 1\n3  46442  76ad468a9740_11.jpg      1 1\n4   4979  0dcdcfdaf0d3_04.jpg      1 1","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>index</th>\n      <th>img</th>\n      <th>rle_mask</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>80388</td>\n      <td>cc1e0a1addd5_05.jpg</td>\n      <td>1 1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>61423</td>\n      <td>9de472a87a27_16.jpg</td>\n      <td>1 1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>63883</td>\n      <td>a482ea271a5c_12.jpg</td>\n      <td>1 1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>46442</td>\n      <td>76ad468a9740_11.jpg</td>\n      <td>1 1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4979</td>\n      <td>0dcdcfdaf0d3_04.jpg</td>\n      <td>1 1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"_uuid":"67162631c4e2c34f0093ba05f8faba7251564146"},"cell_type":"markdown","source":"View meta data frame"},{"metadata":{"trusted":true,"_uuid":"280dadebdc5312ad6eb0b949d2c2a1f14792906e"},"cell_type":"code","source":"metadata.head()","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"             id           ...                               trim2\n0  0004d4463b50           ...                                w/SE\n1  00087a6bd4dc           ...                              w/Tech\n2  000aa097d423           ...                             i Sport\n3  000f19f6e7d4           ...                                  SS\n4  00144e887ae9           ...             SH-AWD V6 w/Advance Pkg\n\n[5 rows x 6 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>year</th>\n      <th>make</th>\n      <th>model</th>\n      <th>trim1</th>\n      <th>trim2</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0004d4463b50</td>\n      <td>2014.0</td>\n      <td>Acura</td>\n      <td>TL</td>\n      <td>TL</td>\n      <td>w/SE</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>00087a6bd4dc</td>\n      <td>2014.0</td>\n      <td>Acura</td>\n      <td>RLX</td>\n      <td>RLX</td>\n      <td>w/Tech</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>000aa097d423</td>\n      <td>2012.0</td>\n      <td>Mazda</td>\n      <td>MAZDA6</td>\n      <td>MAZDA6</td>\n      <td>i Sport</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>000f19f6e7d4</td>\n      <td>2016.0</td>\n      <td>Chevrolet</td>\n      <td>Camaro</td>\n      <td>Camaro</td>\n      <td>SS</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>00144e887ae9</td>\n      <td>2015.0</td>\n      <td>Acura</td>\n      <td>TLX</td>\n      <td>TLX</td>\n      <td>SH-AWD V6 w/Advance Pkg</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"_uuid":"ff21390cad7e7eda5cbba90804220bb84b4eef64"},"cell_type":"markdown","source":"View masks data frame"},{"metadata":{"trusted":true,"_uuid":"3b9464e8e641425d8602b456174f179f0cfb0988"},"cell_type":"code","source":"train_masks.head()","execution_count":9,"outputs":[{"output_type":"execute_result","execution_count":9,"data":{"text/plain":"   index                        ...                                                                   rle_mask\n0   1757                        ...                          585590 23 585830 48 587505 35 587702 127 58942...\n1   2338                        ...                          984931 115 986819 167 988714 205 990617 235 99...\n2   1647                        ...                          852608 1 854526 2 856445 1 858363 2 860281 2 8...\n3   1897                        ...                          459665 2 461583 2 463502 1 465420 1 467338 1 4...\n4   2360                        ...                          599300 88 601200 129 603105 160 605010 189 606...\n\n[5 rows x 3 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>index</th>\n      <th>img</th>\n      <th>rle_mask</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1757</td>\n      <td>4e7bc95552ed_14.jpg</td>\n      <td>585590 23 585830 48 587505 35 587702 127 58942...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2338</td>\n      <td>6c0cd487abcd_03.jpg</td>\n      <td>984931 115 986819 167 988714 205 990617 235 99...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1647</td>\n      <td>4b74275babf7_16.jpg</td>\n      <td>852608 1 854526 2 856445 1 858363 2 860281 2 8...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1897</td>\n      <td>56023a17481b_10.jpg</td>\n      <td>459665 2 461583 2 463502 1 465420 1 467338 1 4...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2360</td>\n      <td>6c3470c34408_09.jpg</td>\n      <td>599300 88 601200 129 603105 160 605010 189 606...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"_uuid":"4b0e49ee98095fadae074081954aa8d08b9adcf9"},"cell_type":"markdown","source":"Genarate Mask filename"},{"metadata":{"trusted":true,"_uuid":"1a2507d96424cd167fb7c17440b3fd3f4a9a2bff"},"cell_type":"code","source":"filenames = train_masks.img.str.split(\".\")\nmaskfilenames = filenames.str[0] + \"_mask.gif\"\ntrain_masks['img_mask'] = maskfilenames\ntrain_masks['angle'] = filenames.str[0].str.split(\"_\").str[1].astype(int)\ntrain_masks.head()","execution_count":10,"outputs":[{"output_type":"execute_result","execution_count":10,"data":{"text/plain":"   index                  img  ...                   img_mask angle\n0   1757  4e7bc95552ed_14.jpg  ...   4e7bc95552ed_14_mask.gif    14\n1   2338  6c0cd487abcd_03.jpg  ...   6c0cd487abcd_03_mask.gif     3\n2   1647  4b74275babf7_16.jpg  ...   4b74275babf7_16_mask.gif    16\n3   1897  56023a17481b_10.jpg  ...   56023a17481b_10_mask.gif    10\n4   2360  6c3470c34408_09.jpg  ...   6c3470c34408_09_mask.gif     9\n\n[5 rows x 5 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>index</th>\n      <th>img</th>\n      <th>rle_mask</th>\n      <th>img_mask</th>\n      <th>angle</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1757</td>\n      <td>4e7bc95552ed_14.jpg</td>\n      <td>585590 23 585830 48 587505 35 587702 127 58942...</td>\n      <td>4e7bc95552ed_14_mask.gif</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2338</td>\n      <td>6c0cd487abcd_03.jpg</td>\n      <td>984931 115 986819 167 988714 205 990617 235 99...</td>\n      <td>6c0cd487abcd_03_mask.gif</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1647</td>\n      <td>4b74275babf7_16.jpg</td>\n      <td>852608 1 854526 2 856445 1 858363 2 860281 2 8...</td>\n      <td>4b74275babf7_16_mask.gif</td>\n      <td>16</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1897</td>\n      <td>56023a17481b_10.jpg</td>\n      <td>459665 2 461583 2 463502 1 465420 1 467338 1 4...</td>\n      <td>56023a17481b_10_mask.gif</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2360</td>\n      <td>6c3470c34408_09.jpg</td>\n      <td>599300 88 601200 129 603105 160 605010 189 606...</td>\n      <td>6c3470c34408_09_mask.gif</td>\n      <td>9</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"_uuid":"9fe58b5bdc9182ab57b0df7343f2ca1641caf300"},"cell_type":"markdown","source":"View Images"},{"metadata":{"trusted":true,"_uuid":"0a3003b9643f60f13762d7b4046236419816ea2b"},"cell_type":"code","source":"sample = train_masks.sample()\nfig=plt.figure(figsize=(16, 8))\nfor index, s in sample.iterrows():\n    original_image = io.imread('../input/train/'+s.img)\n    masked_image = io.imread('../input/train_masks/'+s.img_mask)\n    plt.subplot(2, 2, 1)\n    plt.imshow(original_image)\n    plt.subplot(2, 2, 2)\n    plt.imshow(masked_image)","execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"7a3ef2556c7fc51bb2edac1f5685f6ab302f50cc"},"cell_type":"markdown","source":"# Image Generator"},{"metadata":{"_uuid":"04ba4fabd0e7ebd1dcc84e9c0e2e1282e5497012"},"cell_type":"markdown","source":"Shift Image"},{"metadata":{"trusted":true,"_uuid":"1d91b5c8457ffeac390eb6e0d7986d4d7144ce03"},"cell_type":"code","source":"from skimage.transform import AffineTransform, warp\ndef shift(image, translation_matrix):\n    transformer = AffineTransform(translation=translation_matrix)\n    return warp(image, transformer, mode='wrap', preserve_range=True)","execution_count":12,"outputs":[]},{"metadata":{"_uuid":"536f6418391f8fca9cb7b20fc9d4f23ea8ae2134"},"cell_type":"markdown","source":"**Transform Image**\n\nShift, Flip"},{"metadata":{"trusted":true,"_uuid":"60b74c6944874df02ad6cf7424e9a1a5695baeb0"},"cell_type":"code","source":"def tranform_image(original_image, mask_image):\n    image = original_image\n    mask = mask_image\n    \n    isHorizontalFlip = np.random.random() < 0.5\n    isShift = np.random.random() < 0.5\n\n    if isShift:\n        translation_matrix = np.random.random_integers(-10, 10), np.random.random_integers(-10, 10)\n        image = shift(image, translation_matrix)\n        mask = shift(mask, translation_matrix)\n\n    if isHorizontalFlip:\n        image = image[:, ::-1]\n        mask = mask[:, ::-1]\n        \n    image = image / 255.0\n    mask = mask / 255.0\n    \n    return image, mask","execution_count":13,"outputs":[]},{"metadata":{"_uuid":"6ea0d66f01c5ff7e56aff9174b3e021e4893b3ff"},"cell_type":"markdown","source":"Define Image Generator"},{"metadata":{"trusted":true,"_uuid":"9251fdb69443ee4ab180947b700fff97d23dbb98"},"cell_type":"code","source":"def data_gen_small(data_dir, mask_dir, df_data, precess_batch_size, original_image_shape, mask_image_shape):\n    while True:\n        for k, ix in df_data.groupby(np.arange(len(df_data))//precess_batch_size):\n            imgs = []\n            labels = []\n            for index, row in ix.iterrows():\n                # images\n                original_img = io.imread(data_dir + row.img)\n                resized_img = transform.resize(original_img, image_size, mode='constant')\n                # masks\n                original_mask = io.imread(mask_dir + row.img_mask, as_gray=True)\n                resized_mask = transform.resize(original_mask, image_size, mode='constant')\n                \n                image, mask = tranform_image(resized_img, resized_mask)\n                \n                imgs.append(image)\n                labels.append(np.expand_dims(mask, axis=2))\n                \n            imgs = np.array(imgs)\n            labels = np.array(labels)\n            yield imgs, labels","execution_count":14,"outputs":[]},{"metadata":{"_uuid":"f12b3d39d69c9bdc723d939ac21d90f768b8205e"},"cell_type":"markdown","source":"Create Generator"},{"metadata":{"trusted":true,"_uuid":"c2c254eab1e7e494e2228d1ce3909041f3a04d83"},"cell_type":"code","source":"train_gen = data_gen_small(\"../input/train/\", \"../input/train_masks/\", train_masks, batch_size, input_shape, mask_shape)","execution_count":15,"outputs":[]},{"metadata":{"_uuid":"93c42658a9ee4bd6af2f03ec33be9195e21acf53"},"cell_type":"markdown","source":"See how our generator work"},{"metadata":{"trusted":true,"_uuid":"c781b3fcb871d961181f49b152eac9bd1a214aed"},"cell_type":"code","source":"fig=plt.figure(figsize=(16, 16))\nfor i in [1, 2, 3, 4]:\n    img, msk = next(train_gen)\n    plt.subplot(4, 2, i*2-1)\n    plt.imshow(img[0]*255.0)\n    plt.subplot(4, 2, i*2)\n    plt.imshow(msk[0].reshape(128, 128))\n    ","execution_count":26,"outputs":[{"output_type":"stream","text":"/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:9: DeprecationWarning: This function is deprecated. Please call randint(-10, 10 + 1) instead\n  if __name__ == '__main__':\n","name":"stderr"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x1152 with 8 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"5ed734ff8dea9a5cb751edefbbfa28d4ca9b3462"},"cell_type":"markdown","source":"# Model\n\nwe use U-Net model to do image masking"},{"metadata":{"trusted":true,"_uuid":"e396498d5b225f2d644b471e93f045fda9d222a5"},"cell_type":"code","source":"from tensorflow.keras.models import Model\nfrom tensorflow.keras.layers import Input, concatenate, Conv2D, MaxPooling2D, Activation, UpSampling2D, BatchNormalization\n\ninputs = Input(shape=input_shape)\n# 128\n\ndown1 = Conv2D(64, (3, 3), padding='same')(inputs)\ndown1 = BatchNormalization()(down1)\ndown1 = Activation('relu')(down1)\ndown1 = Conv2D(64, (3, 3), padding='same')(down1)\ndown1 = BatchNormalization()(down1)\ndown1 = Activation('relu')(down1)\ndown1_pool = MaxPooling2D((2, 2), strides=(2, 2))(down1)\n# 64\n\ndown2 = Conv2D(128, (3, 3), padding='same')(down1_pool)\ndown2 = BatchNormalization()(down2)\ndown2 = Activation('relu')(down2)\ndown2 = Conv2D(128, (3, 3), padding='same')(down2)\ndown2 = BatchNormalization()(down2)\ndown2 = Activation('relu')(down2)\ndown2_pool = MaxPooling2D((2, 2), strides=(2, 2))(down2)\n# 32\n\ndown3 = Conv2D(256, (3, 3), padding='same')(down2_pool)\ndown3 = BatchNormalization()(down3)\ndown3 = Activation('relu')(down3)\ndown3 = Conv2D(256, (3, 3), padding='same')(down3)\ndown3 = BatchNormalization()(down3)\ndown3 = Activation('relu')(down3)\ndown3_pool = MaxPooling2D((2, 2), strides=(2, 2))(down3)\n# 16\n\ndown4 = Conv2D(512, (3, 3), padding='same')(down3_pool)\ndown4 = BatchNormalization()(down4)\ndown4 = Activation('relu')(down4)\ndown4 = Conv2D(512, (3, 3), padding='same')(down4)\ndown4 = BatchNormalization()(down4)\ndown4 = Activation('relu')(down4)\ndown4_pool = MaxPooling2D((2, 2), strides=(2, 2))(down4)\n# 8\n\ncenter = Conv2D(1024, (3, 3), padding='same')(down4_pool)\ncenter = BatchNormalization()(center)\ncenter = Activation('relu')(center)\ncenter = Conv2D(1024, (3, 3), padding='same')(center)\ncenter = BatchNormalization()(center)\ncenter = Activation('relu')(center)\n# center\n\nup4 = UpSampling2D((2, 2))(center)\nup4 = concatenate([down4, up4], axis=3)\nup4 = Conv2D(512, (3, 3), padding='same')(up4)\nup4 = BatchNormalization()(up4)\nup4 = Activation('relu')(up4)\nup4 = Conv2D(512, (3, 3), padding='same')(up4)\nup4 = BatchNormalization()(up4)\nup4 = Activation('relu')(up4)\nup4 = Conv2D(512, (3, 3), padding='same')(up4)\nup4 = BatchNormalization()(up4)\nup4 = Activation('relu')(up4)\n# 16\n\nup3 = UpSampling2D((2, 2))(up4)\nup3 = concatenate([down3, up3], axis=3)\nup3 = Conv2D(256, (3, 3), padding='same')(up3)\nup3 = BatchNormalization()(up3)\nup3 = Activation('relu')(up3)\nup3 = Conv2D(256, (3, 3), padding='same')(up3)\nup3 = BatchNormalization()(up3)\nup3 = Activation('relu')(up3)\nup3 = Conv2D(256, (3, 3), padding='same')(up3)\nup3 = BatchNormalization()(up3)\nup3 = Activation('relu')(up3)\n# 32\n\nup2 = UpSampling2D((2, 2))(up3)\nup2 = concatenate([down2, up2], axis=3)\nup2 = Conv2D(128, (3, 3), padding='same')(up2)\nup2 = BatchNormalization()(up2)\nup2 = Activation('relu')(up2)\nup2 = Conv2D(128, (3, 3), padding='same')(up2)\nup2 = BatchNormalization()(up2)\nup2 = Activation('relu')(up2)\nup2 = Conv2D(128, (3, 3), padding='same')(up2)\nup2 = BatchNormalization()(up2)\nup2 = Activation('relu')(up2)\n# 64\n\nup1 = UpSampling2D((2, 2))(up2)\nup1 = concatenate([down1, up1], axis=3)\nup1 = Conv2D(64, (3, 3), padding='same')(up1)\nup1 = BatchNormalization()(up1)\nup1 = Activation('relu')(up1)\nup1 = Conv2D(64, (3, 3), padding='same')(up1)\nup1 = BatchNormalization()(up1)\nup1 = Activation('relu')(up1)\nup1 = Conv2D(64, (3, 3), padding='same')(up1)\nup1 = BatchNormalization()(up1)\nup1 = Activation('relu')(up1)\n# 128\n\noutputs = Conv2D(1, (1, 1), activation='sigmoid')(up1)\n\nmodel = Model(inputs=inputs, outputs=outputs)\n","execution_count":17,"outputs":[{"output_type":"stream","text":"WARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nColocations handled automatically by placer.\n","name":"stdout"}]},{"metadata":{"_uuid":"1ca8546e35ac0b3cdbc5e98033858b7c8f759f77"},"cell_type":"markdown","source":"Compile model"},{"metadata":{"trusted":true},"cell_type":"code","source":"optimizer = tf.train.RMSPropOptimizer(0.0001)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"fe875f70290b55bc80641fade35c3864a32137eb"},"cell_type":"code","source":"model.compile(\n    optimizer=optimizer, \n    loss=\"binary_crossentropy\", \n    metrics=[\"accuracy\"]\n)","execution_count":18,"outputs":[]},{"metadata":{"_uuid":"3bc2ec1c3ef06abc0bc42c3bd35c44f99063d3e0"},"cell_type":"markdown","source":"# Train Model"},{"metadata":{"trusted":true,"_uuid":"1beee56d7f71549dfcd4225a90b734cb7a149b30"},"cell_type":"code","source":"steps_per_epoch=np.ceil(float(len(train_masks)) / float(batch_size)).astype(int)\nhistory = model.fit_generator(\n    train_gen, \n    steps_per_epoch=steps_per_epoch,\n    epochs=epochs\n)","execution_count":19,"outputs":[{"output_type":"stream","text":"WARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nUse tf.cast instead.\n","name":"stdout"},{"output_type":"stream","text":"/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:9: DeprecationWarning: This function is deprecated. Please call randint(-10, 10 + 1) instead\n  if __name__ == '__main__':\n","name":"stderr"},{"output_type":"stream","text":"100/100 [==============================] - 728s 7s/step - loss: 2.1830 - acc: 0.7344\n","name":"stdout"}]},{"metadata":{"_uuid":"485325d4c140a823f2ea26c83e3c7daf299b3f0a"},"cell_type":"markdown","source":"# Save Model"},{"metadata":{"trusted":true,"_uuid":"ed82ba47623de762614e16db4cd01c674c6a0ffe"},"cell_type":"code","source":"model.save(\"model.h5\")","execution_count":20,"outputs":[{"output_type":"stream","text":"/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:9: DeprecationWarning: This function is deprecated. Please call randint(-10, 10 + 1) instead\n  if __name__ == '__main__':\n","name":"stderr"}]},{"metadata":{"_uuid":"d93d404a2509be8a1dce98911425aa76fd862aed"},"cell_type":"markdown","source":"# Test Generator"},{"metadata":{"_uuid":"2f37f82f6361a34a6edc4e93191f2f0f0fdac877"},"cell_type":"markdown","source":"Define test generator"},{"metadata":{"trusted":true,"_uuid":"f008260d02f85f81a15e89518202f4474073b9a5"},"cell_type":"code","source":"def test_gen_small(data_dir, df_data, precess_batch_size, original_image_shape):\n    while True:\n        for k, ix in df_data.groupby(np.arange(len(df_data))//precess_batch_size):\n            imgs = []\n            labels = []\n            for index, row in ix.iterrows():\n                # images\n                original_img = io.imread(data_dir + row.img)\n                resized_img = transform.resize(original_img, original_image_shape) / 255.0\n                imgs.append(resized_img)\n\n            imgs = np.array(imgs)\n            yield imgs\n","execution_count":21,"outputs":[]},{"metadata":{"_uuid":"baa14d9957ef920f6cc73c42f4b54dbb35aa99c5"},"cell_type":"markdown","source":"Create test generator "},{"metadata":{"trusted":true,"_uuid":"974fd9dfaf79c39e206f3c5fe0825400f74659b9"},"cell_type":"code","source":"test_gen = test_gen_small(\"../input/test/\", testdata, batch_size, input_shape)","execution_count":22,"outputs":[{"output_type":"stream","text":"/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:9: DeprecationWarning: This function is deprecated. Please call randint(-10, 10 + 1) instead\n  if __name__ == '__main__':\n","name":"stderr"}]},{"metadata":{"_uuid":"4af9373cdc3d01610af4d1981ea170edae6d150a"},"cell_type":"markdown","source":"See how test generator work"},{"metadata":{"trusted":true,"_uuid":"53d9b3adc087b96505fc295269a106f2b17d3905"},"cell_type":"code","source":"img = next(test_gen)\nfig=plt.figure(figsize=(16, 8))\nfor i in [1, 2, 3, 4]:\n    plt.subplot(1, 4, i)\n    plt.imshow(img[i-1]*255.0)","execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"c5083419c8da2109c989aa7fb7eaeca6ca5216a5"},"cell_type":"markdown","source":"Predict"},{"metadata":{"trusted":true,"_uuid":"28a63350f2cb13e665df243d4af728a096385dcb"},"cell_type":"code","source":"steps = np.ceil(float(len(testdata)) / float(batch_size)).astype(int)\ny_predicted = model.predict_generator(\n    test_gen, \n    steps=steps\n)","execution_count":24,"outputs":[]},{"metadata":{"_uuid":"23b41f2ad50d41d4ba8904a483479dc3f34d1cbc"},"cell_type":"markdown","source":"See the result"},{"metadata":{"trusted":true,"_uuid":"fe96d325ffd73772cbd5a00d819769a048c29d70"},"cell_type":"code","source":"fig=plt.figure(figsize=(16, 8))\nfor i in [1, 2, 3, 4]:\n    y_predict = y_predicted[i-1]\n    plt.subplot(1, 4, i)\n    plt.imshow(y_predict.reshape(128, 128))","execution_count":25,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"e057570dfca33990e46eea56e6105bf78063405e"},"cell_type":"markdown","source":"# 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