From 76cff4973fe5752a60140d9a4079c3b646a49d23 Mon Sep 17 00:00:00 2001 From: parth-p Date: Tue, 6 Aug 2019 20:16:49 +0530 Subject: [PATCH 1/2] Testing some addons image operations --- examples/image_ops.ipynb | 619 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 619 insertions(+) create mode 100644 examples/image_ops.ipynb diff --git a/examples/image_ops.ipynb b/examples/image_ops.ipynb new file mode 100644 index 0000000000..c5a95410bc --- /dev/null +++ b/examples/image_ops.ipynb @@ -0,0 +1,619 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "testing_imageops.ipynb", + "version": "0.3.2", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "2ZdFry6yAp-c", + "colab_type": "code", + "colab": {} + }, + "source": [ + "!pip install tensorflow-gpu==2.0.0-beta1\n", + "!pip install tensorflow-addons==0.4" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kPfRUCWQVVZp", + "colab_type": "text" + }, + "source": [ + "Here is the list of image operations we'll be covering in this example:\n", + "\n", + "TF addons :\n", + "\n", + "- tfa.image.median_filter2d\n", + "\n", + "- tfa.image.interpolate_bilinear\n", + "\n", + "- tfa.image.euclidean_dist_transform\n", + "\n", + "- tfa.image.rotate\n", + "\n", + "- tfa.image.transform\n", + "\n", + "- tfa.image.distort_image_ops.random_hsv_in_yiq\n", + "\n", + "- tfa.image.distort_image_ops.adjust_hsv_in_yiq\n", + "\n", + "- tfa.image.dense_image_warp\n", + "\n", + "- tfa.image.interpolate_bilinear\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Lm_OrwvO4l1t", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import tensorflow as tf\n", + "import tensorflow_addons as tfa\n", + "from PIL import Image\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "IgUsVhBQ6dSg", + "colab_type": "code", + "colab": {} + }, + "source": [ + "!wget https://i.dailymail.co.uk/i/pix/2015/09/01/18/2BE1E88B00000578-3218613-image-m-5_1441127035222.jpg\n", + "!wget https://i.stack.imgur.com/nm2HM.png" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "BL04W5UAQxWd", + "colab_type": "code", + "colab": {} + }, + "source": [ + "i1 = Image.open('nm2HM.png')\n", + "i1.convert('L')\n", + "gray = np.array(i1)\n", + "i2 = Image.open('./2BE1E88B00000578-3218613-image-m-5_1441127035222.jpg')\n", + "i2.convert('L')\n", + "color = np.array(i2)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ibOLLmkoRCmy", + "colab_type": "code", + "outputId": "d5c4989d-4d9d-4a02-b103-74d7095830d0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 270 + } + }, + "source": [ + "plt.title(\"Orignal x-ray image\")\n", + "plt.imshow(gray)" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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yPdueOYtys1B2XvcD5NddA6QYErypjs2GON6zNJVPaB5mzb535mwRdVRrhkge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\nyYEXS8dxnBx4sXQcx8mBF0vHcZwc/AOkU3wQ5OZtrQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WjMdSDKlBcPh", + "colab_type": "text" + }, + "source": [ + "Transform Image
\n", + "Note: Here transform is done using random value" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "HTh1Qpps8Rg5", + "colab_type": "code", + "outputId": "e6932ed1-9bd9-47c6-c715-13e3b86d9340", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + } + }, + "source": [ + "color1 = tf.convert_to_tensor(color)\n", + "new = tf.image.convert_image_dtype(color1, tf.dtypes.float32)\n", + "transform = tfa.image.transform_ops.transform(new,tf.random.uniform([8], -1, 1))\n", + "final = tf.image.convert_image_dtype(transform, tf.dtypes.uint8)\n", + "plt.imshow(final)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 70 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "O79BrK-bC8oh", + "colab_type": "text" + }, + "source": [ + "Random HSV in YIQ" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "zZBI-9XvBSuh", + "colab_type": "code", + "outputId": "2bea1bac-3b37-41f4-ffb6-ce9e1a9806d2", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + } + }, + "source": [ + "delta = 0.5\n", + "lower_saturation=0.1\n", + "upper_saturation=0.9\n", + "lower_value=0.2\n", + "upper_value=0.8\n", + "rand_hsvinyiq = tfa.image.distort_image_ops.random_hsv_in_yiq(color, delta, lower_saturation, upper_saturation, lower_value, upper_value)\n", + "plt.imshow(rand_hsvinyiq)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 43 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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KFTW5dRZXlrhjcJSv/rm/C1WFu9NKZtQWv8t2UqLhewTN2q3R1oRIZOAK0zXue/17uXY0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\nx8D/D3SvpiII9aPAAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ruyvVnmCDBgj", + "colab_type": "text" + }, + "source": [ + "Adjust HSV in YIQ" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vbCdwGtYChnQ", + "colab_type": "code", + "outputId": "b9a8b580-fbea-4f88-bfc4-3de6564abdf8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + } + }, + "source": [ + "delta = 0.5\n", + "saturation=0.3\n", + "value=0.6\n", + "adj_hsvinyiq = tfa.image.distort_image_ops.adjust_hsv_in_yiq(color, delta, saturation, value)\n", + "plt.imshow(adj_hsvinyiq)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 44 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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l9KtTedlC4YykiOVa0IllzmZRGdI/zjqfkwK2VRyVVAatbRsueu7ZXPzcnTR2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\nYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fdbCDYJkG8Gv", + "colab_type": "text" + }, + "source": [ + "Dense Image Warp" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "dG557eQDDtSK", + "colab_type": "code", + "outputId": "34328f1a-24a3-4f3f-ca6e-46f5725f1f8b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + } + }, + "source": [ + "cl = tf.expand_dims(color,0)\n", + "new = tf.image.convert_image_dtype(cl, tf.dtypes.float32)\n", + "\n", + "flow_shape = [1, color.shape[0], color.shape[1], 2]\n", + "init_flows = np.float32(np.random.normal(size=flow_shape) * 0.25)\n", + "dense_img_warp = tfa.image.dense_image_warp(new, init_flows)\n", + "res = tf.squeeze(dense_img_warp,0)\n", + "plt.imshow(res)" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 7 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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bjn76RpZkTSx3wtDI2PVnT2np1o6RNdRZpLYBhyDap18Z/OIQ/dnXINd+HX13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\nYRhGF/wXZmpM0fbCnGkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FcLMnSKYPcjA", + "colab_type": "text" + }, + "source": [ + "Euclidian Distance transform\n", + "* Note : It takes only binary image and results in transformed image. If a different image is given it results in a image with single value" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "-OMh6oeRQaYQ", + "colab_type": "code", + "outputId": "dce4e1fc-0492-4874-9fea-0b2988b99a53", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 257 + } + }, + "source": [ + "new = tf.image.convert_image_dtype(gray, tf.dtypes.float32)\n", + "im = tf.image.rgb_to_grayscale(new)\n", + "final = tf.image.convert_image_dtype(im, tf.dtypes.uint8)\n", + "fi = tf.expand_dims(final,0)\n", + "eucid = tfa.image.euclidean_dist_transform(fi)\n", + "eucidn = tf.squeeze(eucid,0)\n", + "eucidn = tf.squeeze(eucidn,2)\n", + "plt.imshow(eucidn, cmap='gray')" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 46 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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f2OOovKTyB3MZlCesnZLVpBolE9rVUyNubYrGRVZ4fM4UGMWrnZMJX+3jY68T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\nkaNocfAyIMkDyBKJmthTnTh17GW6PAc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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Gc0GrgfGeMBn", + "colab_type": "text" + }, + "source": [ + "Bilinear Interpolation" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Z6yIWDpSVZIE", + "colab_type": "code", + "outputId": "ca255153-8f18-45f8-a3c0-ebc5cd2305eb", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 104 + } + }, + "source": [ + "grid = tf.constant([[1., 1., 1.], [2., 2., 2.], [3., 3., 3.]],shape=[1, 3, 3, 1])\n", + "query_points = tf.constant([[0., 0.], [1., 0.], [2., 0.5], [1.5, 1.5]],shape=[1, 4, 2])\n", + "expected_results = np.reshape(np.array([0., 3., 6.5, 6.]), [1, 4, 1])\n", + "\n", + "interp = tfa.image.interpolate_bilinear(grid, query_points)\n", + "print(interp)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "tf.Tensor(\n", + "[[[1. ]\n", + " [2. ]\n", + " [3. ]\n", + " [2.5]]], shape=(1, 4, 1), dtype=float32)\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XQ6JXuhvdn0a", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + } + ] +} \ No newline at end of file From 76f7684d52d74c484158e4ce0863b816bb11e7aa Mon Sep 17 00:00:00 2001 From: parth-p Date: Fri, 9 Aug 2019 09:47:53 +0530 Subject: [PATCH 2/2] Adding description for used image operations --- examples/image_ops.ipynb | 32 ++++++++++++++++++++------------ 1 file changed, 20 insertions(+), 12 deletions(-) diff --git a/examples/image_ops.ipynb b/examples/image_ops.ipynb index c5a95410bc..22b999250b 100644 --- a/examples/image_ops.ipynb +++ b/examples/image_ops.ipynb @@ -133,7 +133,7 @@ "plt.title(\"Orignal x-ray image\")\n", "plt.imshow(gray)" ], - "execution_count": 5, + "execution_count": 0, "outputs": [ { "output_type": "execute_result", @@ -168,8 +168,9 @@ "colab_type": "text" }, "source": [ - "TF Addons\n", - "Median filter 2D" + "# TF Addons\n", + "## Median filter 2D\n", + "The Median Filter is a filtering technique, often used to remove noise from an image or signal. The idea is to run through the image pixel by pixel and replacing it with the median of neighboring pixels." ] }, { @@ -222,7 +223,8 @@ "colab_type": "text" }, "source": [ - "Rotate Image" + "## Rotate Image\n", + "This operation rotates the given image by the angle (in radians) input by the user. " ] }, { @@ -275,8 +277,9 @@ "colab_type": "text" }, "source": [ - "Transform Image
\n", - "Note: Here transform is done using random value" + "## Transform Image\n", + "This operation transforms the given image on the basis of the transform vector given by the user. \n", + "* Note: Here transform is done using random value." ] }, { @@ -332,7 +335,8 @@ "colab_type": "text" }, "source": [ - "Random HSV in YIQ" + "## Random HSV in YIQ\n", + "This operation changes color scale of a given RGB image to YIQ but here delta hue and saturation values are picked randomly from the given range." ] }, { @@ -390,7 +394,8 @@ "colab_type": "text" }, "source": [ - "Adjust HSV in YIQ" + "## Adjust HSV in YIQ\n", + "This operation changes color scale of a given RGB image to YIQ but here instead of choosing randomly, delta hue and saturation values are inputs form the user." ] }, { @@ -446,7 +451,8 @@ "colab_type": "text" }, "source": [ - "Dense Image Warp" + "## Dense Image Warp\n", + "This operation is for non-linear warp of any image specified by the flow field of the offset vector (here used random values for example). " ] }, { @@ -470,7 +476,7 @@ "res = tf.squeeze(dense_img_warp,0)\n", "plt.imshow(res)" ], - "execution_count": 7, + "execution_count": 0, "outputs": [ { "output_type": "execute_result", @@ -505,7 +511,8 @@ "colab_type": "text" }, "source": [ - "Euclidian Distance transform\n", + "## Euclidian Distance transform\n", + "This operation updates the pixel value with the euclidian distance from the foreground or background pixel.\n", "* Note : It takes only binary image and results in transformed image. If a different image is given it results in a image with single value" ] }, @@ -565,7 +572,8 @@ "colab_type": "text" }, "source": [ - "Bilinear Interpolation" + "## Bilinear Interpolation\n", + "This operation find the query points on the given grid using the bilinear interpolation method." ] }, {