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@catdance124
Last active August 30, 2020 04:55
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Detect each frame edge of the video with keras.
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "sobel_keras",
"provenance": [],
"authorship_tag": "ABX9TyP5PYjwWAQYa4aFZ1WMuhn4",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/catdance124/47db6a272750e4849538bd2b8a02ad2f/sobel_keras.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BdQyyMdWp8yH",
"colab_type": "text"
},
"source": [
"moving mnistを持ってくる"
]
},
{
"cell_type": "code",
"metadata": {
"id": "XwuwqWODnBP1",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"outputId": "24d6b603-6b52-4619-8f29-7021b5230916"
},
"source": [
"!wget http://www.cs.toronto.edu/~emansim/datasets/bouncing_mnist_test.npy"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"--2020-08-29 10:22:59-- http://www.cs.toronto.edu/~emansim/datasets/bouncing_mnist_test.npy\n",
"Resolving www.cs.toronto.edu (www.cs.toronto.edu)... 128.100.3.30\n",
"Connecting to www.cs.toronto.edu (www.cs.toronto.edu)|128.100.3.30|:80... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 819200096 (781M)\n",
"Saving to: ‘bouncing_mnist_test.npy.1’\n",
"\n",
"bouncing_mnist_test 100%[===================>] 781.25M 16.6MB/s in 50s \n",
"\n",
"2020-08-29 10:23:49 (15.7 MB/s) - ‘bouncing_mnist_test.npy.1’ saved [819200096/819200096]\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "AqguAjNqml99",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "6f49ebec-d2a3-4f5f-a873-4faa57cbe8d3"
},
"source": [
"import numpy as np\n",
"data = np.load('bouncing_mnist_test.npy')\n",
"data.shape"
],
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(10000, 20, 64, 64)"
]
},
"metadata": {
"tags": []
},
"execution_count": 2
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7h7P0XgOpL3U",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 140
},
"outputId": "1965e0eb-08b8-4684-954a-293dd73564cb"
},
"source": [
"from matplotlib import pyplot as plt\n",
"plt.figure(figsize=(15,5))\n",
"for i in range(8):\n",
" plt.subplot(181+i)\n",
" plt.imshow(data[0,i])\n",
"plt.show()"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 8 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SV0AHszIqM_K",
"colab_type": "text"
},
"source": [
"kerasで実装したsobelフィルタでエッジ検出を行う"
]
},
{
"cell_type": "code",
"metadata": {
"id": "b-Vv3ln6niQr",
"colab_type": "code",
"colab": {}
},
"source": [
"from tensorflow.keras.layers import Input, Conv3D\n",
"from tensorflow.keras.models import Model\n",
"import numpy as np\n",
"\n",
"\n",
"class Sobel():\n",
" def __init__(self):\n",
" inputs = Input(shape=((None, None, None, 1)))\n",
" x = Conv3D(filters=2, kernel_size=(1,3,3), padding='valid', use_bias=False)(inputs)\n",
" self.edge_conv = Model(inputs=inputs, outputs=x)\n",
"\n",
" edge_kx = np.array([[1, 0, -1], \n",
" [2, 0, -2], \n",
" [1, 0, -1]])\n",
" edge_ky = np.array([[1, 2, 1], \n",
" [0, 0, 0], \n",
" [-1, -2, -1]])\n",
" edge_k = np.stack((edge_kx, edge_ky))\n",
"\n",
" edge_k = np.transpose(edge_k, (1,2,0)).reshape(1, 3, 3, 1, 2)\n",
" self.edge_conv.layers[1].set_weights([edge_k])\n",
" # self.edge_conv.trainable = False\n",
" # self.edge_conv.compile(optimizer=\"adam\", loss=\"mse\")\n",
" # self.edge_conv.summary()\n",
" # _________________________________________________________________\n",
" # Layer (type) Output Shape Param #\n",
" # =================================================================\n",
" # input_35 (InputLayer) (None, None, None, None, 1) 0 \n",
" # _________________________________________________________________\n",
" # conv3d_38 (Conv3D) (None, None, None, None, 2) 18 \n",
" # =================================================================\n",
" # Total params: 18\n",
" # Trainable params: 0\n",
" # Non-trainable params: 18\n",
" # _________________________________________________________________\n",
" \n",
" def get_gradient(self, x):\n",
" grad = self.edge_conv.predict(x)\n",
" return grad"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "tKrgi36zqjM0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"outputId": "01ec586f-54b9-44c0-cec3-cc8f67fee150"
},
"source": [
"# モデルに入力する形状(batch_size, frame_length, h, w, ch)に変形\n",
"input_data = data[:50,:8]\n",
"print(input_data.shape)\n",
"input_data = input_data[..., np.newaxis]\n",
"print(input_data.shape)"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"(50, 8, 64, 64)\n",
"(50, 8, 64, 64, 1)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "0sSORz5CrPor",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "32e9c6e3-b11d-4bda-956a-03de287e6f98"
},
"source": [
"get_gradient = Sobel().get_gradient\n",
"edges = get_gradient(input_data)\n",
"edges.shape"
],
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(50, 8, 62, 62, 2)"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ejeFBxDQruPb",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "b7cee60d-5cd3-4f85-add9-4471de3709ba"
},
"source": [
"for sample in edges[:5]:\n",
" plt.figure(figsize=(15,5))\n",
" for i in range(8):\n",
" plt.subplot(2, 8, 1+i)\n",
" plt.title('x grad')\n",
" plt.imshow(sample[i,...,0], cmap='bwr')\n",
" plt.subplot(2, 8, 1+8+i)\n",
" plt.title('y grad')\n",
" plt.imshow(sample[i,...,1], cmap='bwr')\n",
" plt.show()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 16 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 16 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 16 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 16 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 16 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ZM-aYaKysZe0",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 7,
"outputs": []
}
]
}
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