imageclass_cnn/team_zab.ipynb
2022-07-27 13:12:24 -04:00

1102 lines
677 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2022-07-05T17:07:51.927811Z",
"start_time": "2022-07-05T17:07:48.781405Z"
},
"execution": {
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"iopub.status.busy": "2022-07-17T21:28:44.433750Z",
"iopub.status.idle": "2022-07-17T21:28:47.737019Z",
"shell.execute_reply": "2022-07-17T21:28:47.736442Z",
"shell.execute_reply.started": "2022-07-17T21:28:44.434436Z"
},
"id": "8hbqOqrTKhVE",
"tags": []
},
"outputs": [],
"source": [
"import os\n",
"import random\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from keras.models import Sequential\n",
"from keras.preprocessing.image import ImageDataGenerator\n",
"from keras.applications import EfficientNetV2L\n",
"from keras.optimizers import Adam\n",
"from sklearn.metrics import confusion_matrix, classification_report\n",
"from keras.utils import image_dataset_from_directory\n",
"from keras.layers import (Dense, Conv2D, MaxPool2D, Dropout, \n",
" Flatten, GlobalAveragePooling2D, Rescaling)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:28:47.738287Z",
"iopub.status.busy": "2022-07-17T21:28:47.737964Z",
"iopub.status.idle": "2022-07-17T21:28:47.741595Z",
"shell.execute_reply": "2022-07-17T21:28:47.741046Z",
"shell.execute_reply.started": "2022-07-17T21:28:47.738271Z"
},
"tags": []
},
"outputs": [],
"source": [
"sns.set_theme(style='darkgrid')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:28:47.742341Z",
"iopub.status.busy": "2022-07-17T21:28:47.742199Z",
"iopub.status.idle": "2022-07-17T21:28:47.746494Z",
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"shell.execute_reply.started": "2022-07-17T21:28:47.742327Z"
},
"id": "8xRpd7aTcGAK",
"tags": []
},
"outputs": [],
"source": [
"np.random.seed(42)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:28:47.747595Z",
"iopub.status.busy": "2022-07-17T21:28:47.747405Z",
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},
"id": "Ik_Ed16RgzH1",
"tags": []
},
"outputs": [],
"source": [
"# path to files on Adam's local machine\n",
"train_path = 'data/seg_train/'\n",
"test_path = 'data/seg_test/'"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"execution": {
"iopub.execute_input": "2022-07-17T21:28:48.974528Z",
"iopub.status.busy": "2022-07-17T21:28:48.974039Z",
"iopub.status.idle": "2022-07-17T21:28:49.133624Z",
"shell.execute_reply": "2022-07-17T21:28:49.132844Z",
"shell.execute_reply.started": "2022-07-17T21:28:48.974512Z"
},
"id": "Cm4rla2kKhVG",
"outputId": "c59ecc9c-18c5-44b7-f139-c89a869c8640",
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(plt.imread(train_path + 'buildings/0.jpg'));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is a building from the buildings Collection"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6WqU_6rBKhVG"
},
"source": [
"## Modeling\n",
"\n",
"### ImageDataGenerator\n",
"\n",
"We'll use the `ImageDataGenerator` class to handle rescaling our data to be between 0 and 1 rather than between 0 and 255. You can read more about the `ImageDataGenerator` class in the documentation [here](https://www.tensorflow.org/api_docs/python/tf/keras/preprocessing/image/ImageDataGenerator)."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:28:56.963717Z",
"iopub.status.busy": "2022-07-17T21:28:56.963065Z",
"iopub.status.idle": "2022-07-17T21:28:56.967228Z",
"shell.execute_reply": "2022-07-17T21:28:56.966537Z",
"shell.execute_reply.started": "2022-07-17T21:28:56.963687Z"
},
"tags": []
},
"outputs": [],
"source": [
"class_names = ['buildings', 'forest', 'glacier', 'mountain', 'sea', 'street']"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ip-0O2xwKhVH"
},
"source": [
"### Train and Test Data\n",
"\n",
"80% train/test split with shuffle"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:29:11.672947Z",
"iopub.status.busy": "2022-07-17T21:29:11.672683Z",
"iopub.status.idle": "2022-07-17T21:29:12.942926Z",
"shell.execute_reply": "2022-07-17T21:29:12.942365Z",
"shell.execute_reply.started": "2022-07-17T21:29:11.672931Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 14034 files belonging to 6 classes.\n",
"Using 11228 files for training.\n",
"Found 14034 files belonging to 6 classes.\n",
"Using 2806 files for validation.\n"
]
}
],
"source": [
"#Inferring labels goes in alphanumeric order, so will match our class names\n",
"train_data = image_dataset_from_directory(directory=train_path,\n",
" labels='inferred',\n",
" label_mode='categorical',\n",
" class_names=class_names,\n",
" color_mode='rgb',\n",
" batch_size=32,\n",
" image_size=(150, 150),\n",
" validation_split=.2,\n",
" subset='training',\n",
" shuffle=True,\n",
" seed=42)\n",
"\n",
"test_data = image_dataset_from_directory(directory=train_path,\n",
" labels='inferred',\n",
" label_mode='categorical',\n",
" class_names=class_names,\n",
" color_mode='rgb',\n",
" batch_size=32,\n",
" image_size=(150, 150),\n",
" validation_split=.2,\n",
" subset='validation',\n",
" shuffle=True,\n",
" seed=42)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ezaEVseFKhVH"
},
"source": [
"### Basic Network\n",
"\n",
"We'll fit a basic convolutional neural network to start with."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:29:19.918941Z",
"iopub.status.busy": "2022-07-17T21:29:19.918311Z",
"iopub.status.idle": "2022-07-17T21:29:19.949324Z",
"shell.execute_reply": "2022-07-17T21:29:19.948563Z",
"shell.execute_reply.started": "2022-07-17T21:29:19.918911Z"
},
"id": "mAlAbM3OcGAF",
"tags": []
},
"outputs": [],
"source": [
"# instantiate the model\n",
"basic_model = Sequential()\n",
"\n",
"#Rescale our data so color values are between 0 and 1\n",
"basic_model.add(Rescaling(1./255))\n",
"\n",
"# this is the fancy stuff!\n",
"# 16 different 3-by-3 filters that pick up on patterns in the images\n",
"basic_model.add(Conv2D(filters=16, # number of filters\n",
" kernel_size=(3, 3), # height/width of filter\n",
" activation='relu', # activation function\n",
" ))\n",
"# reduce the dimensionality inside the CNN\n",
"basic_model.add(MaxPool2D(pool_size=(2, 2))) # dimensions of region of pooling\n",
"\n",
"# before this information inside the NN is 3-d -- to connec to a Dense\n",
"# layer, we need to squash it\n",
"basic_model.add(Flatten())\n",
"\n",
"# let it learn a little more...\n",
"basic_model.add(Dense(100, activation='relu'))\n",
"\n",
"# output layer\n",
"basic_model.add(Dense(6, activation='softmax'))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:29:23.093969Z",
"iopub.status.busy": "2022-07-17T21:29:23.093284Z",
"iopub.status.idle": "2022-07-17T21:29:23.106381Z",
"shell.execute_reply": "2022-07-17T21:29:23.105554Z",
"shell.execute_reply.started": "2022-07-17T21:29:23.093940Z"
},
"id": "KD4bRtFAcGAF",
"tags": []
},
"outputs": [],
"source": [
"# compile\n",
"basic_model.compile(loss='categorical_crossentropy',\n",
" optimizer='adam',\n",
" metrics=['accuracy'])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"execution": {
"iopub.execute_input": "2022-07-17T21:30:15.072057Z",
"iopub.status.busy": "2022-07-17T21:30:15.071462Z",
"iopub.status.idle": "2022-07-17T21:30:35.983523Z",
"shell.execute_reply": "2022-07-17T21:30:35.982892Z",
"shell.execute_reply.started": "2022-07-17T21:30:15.072028Z"
},
"id": "cc7o5JcQmGrK",
"outputId": "b6122964-6ea1-4783-b9d2-fe6bf56c111b",
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/9\n",
"351/351 [==============================] - 2s 6ms/step - loss: 0.0384 - accuracy: 0.9935 - val_loss: 1.3848 - val_accuracy: 0.7153\n",
"Epoch 2/9\n",
"351/351 [==============================] - 2s 7ms/step - loss: 0.0286 - accuracy: 0.9958 - val_loss: 1.5794 - val_accuracy: 0.7153\n",
"Epoch 3/9\n",
"351/351 [==============================] - 2s 7ms/step - loss: 0.0232 - accuracy: 0.9978 - val_loss: 1.5496 - val_accuracy: 0.7245\n",
"Epoch 4/9\n",
"351/351 [==============================] - 2s 7ms/step - loss: 0.0367 - accuracy: 0.9911 - val_loss: 2.0015 - val_accuracy: 0.6828\n",
"Epoch 5/9\n",
"351/351 [==============================] - 2s 7ms/step - loss: 0.0527 - accuracy: 0.9868 - val_loss: 1.8391 - val_accuracy: 0.6793\n",
"Epoch 6/9\n",
"351/351 [==============================] - 2s 7ms/step - loss: 0.0343 - accuracy: 0.9920 - val_loss: 1.8650 - val_accuracy: 0.6900\n",
"Epoch 7/9\n",
"351/351 [==============================] - 2s 7ms/step - loss: 0.0412 - accuracy: 0.9905 - val_loss: 1.8137 - val_accuracy: 0.6878\n",
"Epoch 8/9\n",
"351/351 [==============================] - 2s 6ms/step - loss: 0.0204 - accuracy: 0.9963 - val_loss: 2.1676 - val_accuracy: 0.6896\n",
"Epoch 9/9\n",
"351/351 [==============================] - 2s 7ms/step - loss: 0.0298 - accuracy: 0.9931 - val_loss: 2.2046 - val_accuracy: 0.6828\n"
]
}
],
"source": [
"# fit\n",
"basic_history = basic_model.fit(train_data,\n",
" validation_data=test_data,\n",
" epochs=9,\n",
" verbose=1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:30:57.895175Z",
"iopub.status.busy": "2022-07-17T21:30:57.894790Z",
"iopub.status.idle": "2022-07-17T21:30:58.034694Z",
"shell.execute_reply": "2022-07-17T21:30:58.034119Z",
"shell.execute_reply.started": "2022-07-17T21:30:57.895146Z"
},
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(basic_history.history['loss'], label='Train loss')\n",
"plt.plot(basic_history.history['val_loss'], label='Val loss')\n",
"plt.legend();\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:31:01.220234Z",
"iopub.status.busy": "2022-07-17T21:31:01.219850Z",
"iopub.status.idle": "2022-07-17T21:31:01.353825Z",
"shell.execute_reply": "2022-07-17T21:31:01.353254Z",
"shell.execute_reply.started": "2022-07-17T21:31:01.220205Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(basic_history.history['accuracy'], label='Train accuracy')\n",
"plt.plot(basic_history.history['val_accuracy'], label='Val accuracy')\n",
"plt.legend();\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This model doesn't seem to be performing very well"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1sGS2tyjKhVJ"
},
"source": [
"### Prebuilt Networks\n",
"\n",
"Today we'll use `EfficientNet`. You can read more about the keras implementation of `EfficientNet` [here](https://keras.io/examples/vision/image_classification_efficientnet_fine_tuning/#:~:text=Keras%20implementation%20of%20EfficientNet)."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XzBFnZUncGAJ"
},
"source": [
"#### Import EfficientNet and freeze"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"execution": {
"iopub.execute_input": "2022-07-17T21:31:09.035471Z",
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},
"id": "WIhFD_gKcGAK",
"outputId": "c400468e-c3fe-4497-9842-79f386fa63f7",
"tags": []
},
"outputs": [],
"source": [
"#top = false so we don't get the output layer of effnet\n",
"effnet = EfficientNetV2L(include_top=False, weights='imagenet')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"execution": {
"iopub.execute_input": "2022-07-17T21:31:14.665176Z",
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},
"id": "iH3UYtn6cGAK",
"outputId": "6d71c7a2-9efb-4b5c-a46f-6a3bb10321f1",
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"effnet.trainable = False\n",
"effnet.trainable"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KxV0EayjcGAK"
},
"source": [
"\n",
"#### Add EfficientNet to a Sequential model\n",
"\n",
"Between `EfficientNet` and our first Dense layer, we will need to use `GlobalAveragePooling2D()`. (This appears to be related to a bug inside of keras; you can read more [here](https://stackoverflow.com/questions/48851558/tensorflow-estimator-valueerror-logits-and-labels-must-have-the-same-shape).)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:31:24.580846Z",
"iopub.status.busy": "2022-07-17T21:31:24.580321Z",
"iopub.status.idle": "2022-07-17T21:31:26.456824Z",
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},
"id": "XsOqCzq_tJZ_",
"tags": []
},
"outputs": [],
"source": [
"eff_model = Sequential()\n",
"eff_model.add(effnet)\n",
"eff_model.add(GlobalAveragePooling2D())\n",
"eff_model.add(Dense(6, activation='softmax'))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"execution": {
"iopub.execute_input": "2022-07-17T21:31:26.458355Z",
"iopub.status.busy": "2022-07-17T21:31:26.458112Z",
"iopub.status.idle": "2022-07-17T21:31:26.494031Z",
"shell.execute_reply": "2022-07-17T21:31:26.493375Z",
"shell.execute_reply.started": "2022-07-17T21:31:26.458334Z"
},
"id": "J-QUvl1fx3XG",
"outputId": "c146558d-157a-42c2-a956-132375724116",
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" efficientnetv2-l (Functiona (None, None, None, 1280) 117746848\n",
" l) \n",
" \n",
" global_average_pooling2d (G (None, 1280) 0 \n",
" lobalAveragePooling2D) \n",
" \n",
" dense_2 (Dense) (None, 6) 7686 \n",
" \n",
"=================================================================\n",
"Total params: 117,754,534\n",
"Trainable params: 7,686\n",
"Non-trainable params: 117,746,848\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"eff_model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qkgpfj-9cGAK"
},
"source": [
"#### Compile and evaluate"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-17T21:31:54.783074Z",
"iopub.status.busy": "2022-07-17T21:31:54.782685Z",
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},
"id": "viuBcMiEcGAK",
"tags": []
},
"outputs": [],
"source": [
"eff_model.compile(optimizer=Adam(learning_rate=0.0001),\n",
" loss='categorical_crossentropy', \n",
" metrics=['accuracy'])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"execution": {
"iopub.execute_input": "2022-07-17T21:31:56.504469Z",
"iopub.status.busy": "2022-07-17T21:31:56.504198Z",
"iopub.status.idle": "2022-07-17T21:37:11.005343Z",
"shell.execute_reply": "2022-07-17T21:37:11.004527Z",
"shell.execute_reply.started": "2022-07-17T21:31:56.504453Z"
},
"id": "-IDTcsTOoYZK",
"outputId": "3db8b63d-04b9-41fe-f14a-ec1b32f248a6",
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"351/351 [==============================] - 52s 100ms/step - loss: 1.1717 - accuracy: 0.6575 - val_loss: 0.7577 - val_accuracy: 0.8357\n",
"Epoch 2/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.6484 - accuracy: 0.8325 - val_loss: 0.5315 - val_accuracy: 0.8660\n",
"Epoch 3/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.5048 - accuracy: 0.8555 - val_loss: 0.4439 - val_accuracy: 0.8753\n",
"Epoch 4/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.4414 - accuracy: 0.8636 - val_loss: 0.3968 - val_accuracy: 0.8813\n",
"Epoch 5/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.3988 - accuracy: 0.8726 - val_loss: 0.3675 - val_accuracy: 0.8842\n",
"Epoch 6/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.3717 - accuracy: 0.8779 - val_loss: 0.3467 - val_accuracy: 0.8917\n",
"Epoch 7/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.3538 - accuracy: 0.8822 - val_loss: 0.3318 - val_accuracy: 0.8963\n",
"Epoch 8/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.3363 - accuracy: 0.8897 - val_loss: 0.3201 - val_accuracy: 0.8988\n",
"Epoch 9/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.3265 - accuracy: 0.8887 - val_loss: 0.3111 - val_accuracy: 0.8999\n",
"Epoch 10/10\n",
"351/351 [==============================] - 29s 83ms/step - loss: 0.3149 - accuracy: 0.8949 - val_loss: 0.3035 - val_accuracy: 0.9041\n"
]
}
],
"source": [
"eff_history = eff_model.fit(train_data, validation_data=test_data, epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"execution": {
"iopub.execute_input": "2022-07-06T22:39:29.986688Z",
"iopub.status.busy": "2022-07-06T22:39:29.986347Z",
"iopub.status.idle": "2022-07-06T22:39:30.103357Z",
"shell.execute_reply": "2022-07-06T22:39:30.102578Z",
"shell.execute_reply.started": "2022-07-06T22:39:29.986670Z"
},
"id": "5RM9RSYRoYWs",
"outputId": "a43236c4-2b16-42da-f5cb-b9c08c4a87fe",
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(eff_history.history['loss'], label='Train loss')\n",
"plt.plot(eff_history.history['val_loss'], label='Val loss')\n",
"plt.legend();\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"execution": {
"iopub.execute_input": "2022-07-06T22:39:30.124496Z",
"iopub.status.busy": "2022-07-06T22:39:30.124010Z",
"iopub.status.idle": "2022-07-06T22:39:30.217731Z",
"shell.execute_reply": "2022-07-06T22:39:30.217203Z",
"shell.execute_reply.started": "2022-07-06T22:39:30.124465Z"
},
"id": "5RM9RSYRoYWs",
"outputId": "a43236c4-2b16-42da-f5cb-b9c08c4a87fe",
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(eff_history.history['accuracy'], label='Train accuracy')\n",
"plt.plot(eff_history.history['val_accuracy'], label='Val accuracy')\n",
"plt.legend();\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It looks like this could train for a little while longer but we'll call it good here for fear of overfitting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Confusion matrix\n",
"First create some data for it:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-06T22:23:05.431294Z",
"iopub.status.busy": "2022-07-06T22:23:05.431089Z",
"iopub.status.idle": "2022-07-06T22:23:06.142409Z",
"shell.execute_reply": "2022-07-06T22:23:06.141756Z",
"shell.execute_reply.started": "2022-07-06T22:23:05.431278Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 14034 files belonging to 6 classes.\n"
]
}
],
"source": [
"all_data = image_dataset_from_directory(directory=train_path,\n",
" labels='inferred',\n",
" label_mode='categorical',\n",
" class_names=class_names,\n",
" color_mode='rgb',\n",
" batch_size=32,\n",
" image_size=(150, 150),\n",
" shuffle=False,\n",
" seed=42)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-06T22:47:05.275883Z",
"iopub.status.busy": "2022-07-06T22:47:05.275387Z",
"iopub.status.idle": "2022-07-06T22:48:03.127611Z",
"shell.execute_reply": "2022-07-06T22:48:03.127049Z",
"shell.execute_reply.started": "2022-07-06T22:47:05.275853Z"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"439/439 [==============================] - 57s 129ms/step\n",
"Confusion Matrix\n",
"[[8.89548152e-01 4.56412597e-03 1.82565039e-03 1.04974897e-02\n",
" 9.12825194e-03 8.44363304e-02]\n",
" [1.32100396e-03 9.81946279e-01 8.80669309e-04 1.10083664e-02\n",
" 3.08234258e-03 1.76133862e-03]\n",
" [3.74376040e-03 9.56738769e-03 8.05324459e-01 1.33943428e-01\n",
" 4.40931780e-02 3.32778702e-03]\n",
" [1.19426752e-03 3.98089172e-03 1.39331210e-01 8.34394904e-01\n",
" 2.03025478e-02 7.96178344e-04]\n",
" [6.59630607e-03 3.95778364e-03 1.75901495e-02 1.05540897e-02\n",
" 9.58663149e-01 2.63852243e-03]\n",
" [4.99580185e-02 2.93870697e-03 4.19815281e-04 5.03778338e-03\n",
" 3.35852225e-03 9.38287154e-01]]\n",
"Classification Report\n",
" precision recall f1-score support\n",
"\n",
" buildings 0.93 0.89 0.91 2191\n",
" forest 0.97 0.98 0.98 2271\n",
" glacier 0.83 0.81 0.82 2404\n",
" mountain 0.84 0.83 0.84 2512\n",
" sea 0.92 0.96 0.94 2274\n",
" street 0.92 0.94 0.93 2382\n",
"\n",
" accuracy 0.90 14034\n",
" macro avg 0.90 0.90 0.90 14034\n",
"weighted avg 0.90 0.90 0.90 14034\n",
"\n"
]
}
],
"source": [
"y = np.concatenate([y for x, y in all_data], axis=0)\n",
"\n",
"y_pred_array = eff_model.predict(all_data)\n",
"y_pred = np.argmax(y_pred_array, axis=1)\n",
"\n",
"#Create confusion matrix\n",
"print('Confusion Matrix')\n",
"matrix = confusion_matrix(np.where(y==1)[1], y_pred,normalize='true')\n",
"print(matrix)\n",
"print('Classification Report')\n",
"print(classification_report(np.where(y==1)[1], y_pred, \n",
" target_names=class_names))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create heatmap "
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-06T22:56:17.443695Z",
"iopub.status.busy": "2022-07-06T22:56:17.443185Z",
"iopub.status.idle": "2022-07-06T22:56:17.673770Z",
"shell.execute_reply": "2022-07-06T22:56:17.673084Z",
"shell.execute_reply.started": "2022-07-06T22:56:17.443661Z"
},
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc = {'figure.figsize':(10,5)})\n",
"sns.heatmap(matrix, annot=True,fmt='.2f', cmap=\"Blues\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Can you tell the difference between these pictures? Our model can!"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-06T22:41:17.462231Z",
"iopub.status.busy": "2022-07-06T22:41:17.461836Z",
"iopub.status.idle": "2022-07-06T22:41:17.584227Z",
"shell.execute_reply": "2022-07-06T22:41:17.583586Z",
"shell.execute_reply.started": "2022-07-06T22:41:17.462205Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mountain = random.choice(os.listdir(\"data/seg_train/mountain\"))\n",
"plt.imshow(plt.imread(f'data/seg_train/mountain/{mountain}'));\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-06T22:40:21.212301Z",
"iopub.status.busy": "2022-07-06T22:40:21.211546Z",
"iopub.status.idle": "2022-07-06T22:40:21.343654Z",
"shell.execute_reply": "2022-07-06T22:40:21.343049Z",
"shell.execute_reply.started": "2022-07-06T22:40:21.212265Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"glacier = random.choice(os.listdir(\"data/seg_train/glacier\"))\n",
"plt.imshow(plt.imread(f'data/seg_train/glacier/{glacier}'));\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-06T22:42:17.308200Z",
"iopub.status.busy": "2022-07-06T22:42:17.307758Z",
"iopub.status.idle": "2022-07-06T22:42:17.429258Z",
"shell.execute_reply": "2022-07-06T22:42:17.428820Z",
"shell.execute_reply.started": "2022-07-06T22:42:17.308173Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"buildings = random.choice(os.listdir(\"data/seg_train/buildings\"))\n",
"plt.imshow(plt.imread(f'data/seg_train/buildings/{buildings}'));\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-06T22:42:02.906854Z",
"iopub.status.busy": "2022-07-06T22:42:02.906295Z",
"iopub.status.idle": "2022-07-06T22:42:03.045861Z",
"shell.execute_reply": "2022-07-06T22:42:03.045228Z",
"shell.execute_reply.started": "2022-07-06T22:42:02.906820Z"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"street = random.choice(os.listdir(\"data/seg_train/street\"))\n",
"plt.imshow(plt.imread(f'data/seg_train/street/{street}'));\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-06T23:54:11.547266Z",
"iopub.status.busy": "2022-07-06T23:54:11.546755Z",
"iopub.status.idle": "2022-07-06T23:54:11.552724Z",
"shell.execute_reply": "2022-07-06T23:54:11.551926Z",
"shell.execute_reply.started": "2022-07-06T23:54:11.547239Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"16.666666666666668"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"100/6"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [],
"name": "Team ZAB Intel Image Classification",
"provenance": []
},
"gpuClass": "standard",
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}