From 6263aad56cdf97ba5a71da6b7d1d4bb03ffb1da2 Mon Sep 17 00:00:00 2001 From: Tzu-Wei Sung Date: Sun, 25 Aug 2019 17:34:08 +0800 Subject: [PATCH 1/3] update image ops example --- examples/image_ops.ipynb | 531 ++++++++++++++++++++------------------- 1 file changed, 267 insertions(+), 264 deletions(-) diff --git a/examples/image_ops.ipynb b/examples/image_ops.ipynb index 22b999250b..a97eb39fef 100644 --- a/examples/image_ops.ipynb +++ b/examples/image_ops.ipynb @@ -3,38 +3,47 @@ "nbformat_minor": 0, "metadata": { "colab": { - "name": "testing_imageops.ipynb", + "name": "image_ops.ipynb", "version": "0.3.2", "provenance": [], - "collapsed_sections": [], - "include_colab_link": true + "collapsed_sections": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" - } + }, + "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { - "id": "view-in-github", + "id": "GWEKvPCCxJke", "colab_type": "text" }, "source": [ - "\"Open" + "##### Copyright 2019 The TensorFlow Authors." ] }, { "cell_type": "code", "metadata": { - "id": "2ZdFry6yAp-c", + "id": "l-m8KQ-nxK5l", "colab_type": "code", "colab": {} }, "source": [ - "!pip install tensorflow-gpu==2.0.0-beta1\n", - "!pip install tensorflow-addons==0.4" + "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "#\n", + "# https://www.apache.org/licenses/LICENSE-2.0\n", + "#\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License." ], "execution_count": 0, "outputs": [] @@ -42,49 +51,145 @@ { "cell_type": "markdown", "metadata": { - "id": "kPfRUCWQVVZp", + "id": "O8FuVCLYxi_l", "colab_type": "text" }, "source": [ - "Here is the list of image operations we'll be covering in this example:\n", + "# TensorFlow Addons Image: Operations\n", "\n", - "TF addons :\n", - "\n", - "- tfa.image.median_filter2d\n", + "\n", + " \n", + " \n", + "
\n", + " Run in Google Colab\n", + " \n", + " View source on GitHub\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2a5ksOt-xsOl", + "colab_type": "text" + }, + "source": [ + "# Overview\n", + "This notebook will demonstrate how to use the some image operations in TensorFlow Addons.\n", "\n", - "- tfa.image.interpolate_bilinear\n", + "Here is the list of image operations we'll be covering in this example:\n", "\n", - "- tfa.image.euclidean_dist_transform\n", + "- tfa.image.mean_filter2d\n", "\n", "- tfa.image.rotate\n", "\n", "- tfa.image.transform\n", "\n", - "- tfa.image.distort_image_ops.random_hsv_in_yiq\n", + "- tfa.image.random_hsv_in_yiq\n", "\n", - "- tfa.image.distort_image_ops.adjust_hsv_in_yiq\n", + "- tfa.image.adjust_hsv_in_yiq\n", "\n", "- tfa.image.dense_image_warp\n", "\n", - "- tfa.image.interpolate_bilinear\n" + "- tfa.image.euclidean_dist_transform" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMbjxr4PyMPF", + "colab_type": "text" + }, + "source": [ + "# Setup" ] }, { "cell_type": "code", "metadata": { - "id": "Lm_OrwvO4l1t", + "id": "2ZdFry6yAp-c", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 595 + }, + "outputId": "e0864c5b-90dc-43ef-c650-49390cb92366" }, "source": [ + "!pip install tensorflow-gpu==2.0.0b1\n", + "!pip install tensorflow-addons==0.4.0\n", + "\n", + "from __future__ import absolute_import, division, print_function, unicode_literals\n", + "\n", + "import numpy as np\n", "import tensorflow as tf\n", "import tensorflow_addons as tfa\n", - "from PIL import Image\n", - "import numpy as np\n", + "\n", "import matplotlib.pyplot as plt" ], - "execution_count": 0, - "outputs": [] + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Collecting tensorflow-gpu==2.0.0b1\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/2b/53/e18c5e7a2263d3581a979645a185804782e59b8e13f42b9c3c3cfb5bb503/tensorflow_gpu-2.0.0b1-cp36-cp36m-manylinux1_x86_64.whl (348.9MB)\n", + 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collected packages: tensorflow-addons\n", + "Successfully installed tensorflow-addons-0.4.0\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Q6Z2rsP8yp2v", + "colab_type": "text" + }, + "source": [ + "# Prepare and Inspect Images" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9gbgJP10z9WO", + "colab_type": "text" + }, + "source": [ + "## Download the images" + ] }, { "cell_type": "code", @@ -94,63 +199,100 @@ "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" + "!wget -q https://i.dailymail.co.uk/i/pix/2015/09/01/18/2BE1E88B00000578-3218613-image-m-5_1441127035222.jpg -O google.jpg\n", + "!wget -q https://i.stack.imgur.com/nm2HM.png -O xray.png" ], "execution_count": 0, "outputs": [] }, { - "cell_type": "code", + "cell_type": "markdown", "metadata": { - "id": "BL04W5UAQxWd", - "colab_type": "code", - "colab": {} + "id": "uheQOL-y0Fj3", + "colab_type": "text" }, "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": [] + "## Inspect the images" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MFGirRRZ0Y9k", + "colab_type": "text" + }, + "source": [ + "### Google Icon" + ] }, { "cell_type": "code", "metadata": { - "id": "ibOLLmkoRCmy", + "id": "NRlvNQdm1YI8", "colab_type": "code", - "outputId": "d5c4989d-4d9d-4a02-b103-74d7095830d0", "colab": { "base_uri": "https://localhost:8080/", - "height": 270 - } + "height": 281 + }, + "outputId": "6040676b-b18a-4197-c469-7e5e9493456c" }, "source": [ - "plt.title(\"Orignal x-ray image\")\n", - "plt.imshow(gray)" + "google_img_raw = tf.io.read_file(\"google.jpg\")\n", + "google_img = tf.io.decode_image(google_img_raw)\n", + "\n", + "plt.title(\"Google Icon with shape {}\".format(google_img.shape))\n", + "_ = plt.imshow(google_img)" ], - "execution_count": 0, + "execution_count": 4, "outputs": [ { - "output_type": "execute_result", + "output_type": "display_data", "data": { + "image/png": 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1gsVCbajrmqJwTNVTtFoFKtDzPQoLplFKdQgFk67ggPbYW1fs61Wce8njOPMPXo+6DnU5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\nD/z/3B3R/7eWEaMAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "
" ] }, "metadata": { "tags": [] - }, - "execution_count": 5 + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "clXQrFVa2nN7", + "colab_type": "text" + }, + "source": [ + "### X-Ray Image" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "tbaIkUCS2eNv", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 253 }, + "outputId": "bdc73bee-da4c-4f07-acba-d45435f25024" + }, + "source": [ + "xray_img_raw = tf.io.read_file(\"xray.png\")\n", + "xray_img = tf.io.decode_image(xray_img_raw)\n", + "\n", + "plt.title(\"X-Ray image with shape {}\".format(xray_img.shape))\n", + "_ = plt.imshow(xray_img)" + ], + "execution_count": 5, + "outputs": [ { "output_type": "display_data", "data": { - "image/png": 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" ] @@ -161,6 +303,16 @@ } ] }, + { + "cell_type": "markdown", + "metadata": { + "id": "UwqfpOm--vV2", + "colab_type": "text" + }, + "source": [ + "# Play with tfa.image" + ] + }, { "cell_type": "markdown", "metadata": { @@ -168,9 +320,8 @@ "colab_type": "text" }, "source": [ - "# 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." + "## Mean filtering\n", + "Mean filtering is a filtering technique, which is 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 average values of neighboring pixels." ] }, { @@ -178,34 +329,22 @@ "metadata": { "id": "SutWnbRoHl6i", "colab_type": "code", - "outputId": "bdad71a2-b752-4b6f-f988-7d7731926990", + "outputId": "e2ef711c-5175-4f19-f042-b2fc38adaefd", "colab": { "base_uri": "https://localhost:8080/", - "height": 257 + "height": 269 } }, "source": [ - "median = tfa.image.median_filter2d(gray)\n", - "plt.imshow(median, cmap='gray')" + "mean = tfa.image.mean_filter2d(google_img, filter_shape=5)\n", + "_ = plt.imshow(mean)" ], - "execution_count": 0, + "execution_count": 6, "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 40 - }, { "output_type": "display_data", "data": { - "image/png": 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BKyRbtmCfOMyWb/0WjYOPY5pNH7Rxdd/lPj2ai8tgeGb9iISWBpsFYErfscG9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\nTkSuQmCC\n", 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" ] @@ -223,7 +362,7 @@ "colab_type": "text" }, "source": [ - "## Rotate Image\n", + "## Rotate\n", "This operation rotates the given image by the angle (in radians) input by the user. " ] }, @@ -232,34 +371,22 @@ "metadata": { "id": "9kxUES9sM8Jl", "colab_type": "code", - "outputId": "e43e2256-ec74-4758-e733-19122e7855ce", + "outputId": "50e86820-0055-4733-ae28-62a3ea280b32", "colab": { "base_uri": "https://localhost:8080/", - "height": 286 + "height": 269 } }, "source": [ - "rotate = tfa.image.transform_ops.rotate(color, np.pi/4)\n", - "plt.imshow(rotate)" + "rotate = tfa.image.rotate(google_img, np.pi/4)\n", + "_ = plt.imshow(rotate)" ], - "execution_count": 0, + "execution_count": 7, "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 41 - }, { "output_type": "display_data", "data": { - "image/png": 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WkQM//65HK4ty6Qjd4hSFLmLtqUsK5QZGGhxYvInX/LOSkWmB9sEXiDocVSaWBFeHFZ3D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\nyYEXS8dxnBx4sXQcx8mBF0vHcZwc/AOkU3wQ5OZtrQAAAABJRU5ErkJggg==\n", 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pZjgJ4AIfP3IN173jPXCgQySg6ojOSE4RlOS0TQV1J73eaWTooxQDxLEK/NKb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\nVLxVxBw16sVpBFWMRKIe2RiS8mcO00RfAnKUjEpGwVclKkqGxWpFXyr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" ] @@ -277,9 +404,8 @@ "colab_type": "text" }, "source": [ - "## 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." + "## Transform\n", + "This operation transforms the given image on the basis of the transform vector given by the user. " ] }, { @@ -287,37 +413,22 @@ "metadata": { "id": "HTh1Qpps8Rg5", "colab_type": "code", - "outputId": "e6932ed1-9bd9-47c6-c715-13e3b86d9340", + "outputId": "d2e7de3b-2808-4562-8733-bbbde2233b14", "colab": { "base_uri": "https://localhost:8080/", - "height": 286 + "height": 269 } }, "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)" + "transform = tfa.image.transform(google_img, [0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0])\n", + "_ = plt.imshow(transform)" ], - "execution_count": 0, + "execution_count": 8, "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 70 - }, { "output_type": "display_data", "data": { - "image/png": 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iccMjGVeLGDND1zgcI4KtGWeesM6EEkClcVkSFYII4oRyvIRYw758wF/c/AFK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\n", 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" ] @@ -344,39 +455,27 @@ "metadata": { "id": "zZBI-9XvBSuh", "colab_type": "code", - "outputId": "2bea1bac-3b37-41f4-ffb6-ce9e1a9806d2", + "outputId": "8e38e63c-fa22-49ab-fa69-7bbf04424f14", "colab": { "base_uri": "https://localhost:8080/", - "height": 286 + "height": 269 } }, "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)" + "lower_saturation = 0.1\n", + "upper_saturation = 0.9\n", + "lower_value = 0.2\n", + "upper_value = 0.8\n", + "rand_hsvinyiq = tfa.image.random_hsv_in_yiq(google_img, delta, lower_saturation, upper_saturation, lower_value, upper_value)\n", + "_ = plt.imshow(rand_hsvinyiq)" ], - "execution_count": 0, + "execution_count": 9, "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", 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nIovlhhAn0pw4/jKmAQ0hjo+4UDEaBMbTUj5ZgWbEfpdiBJbYd9uVsBC1NTak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\n", 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" ] @@ -403,37 +502,25 @@ "metadata": { "id": "vbCdwGtYChnQ", "colab_type": "code", - "outputId": "b9a8b580-fbea-4f88-bfc4-3de6564abdf8", + "outputId": "999c04ed-ff95-416f-9b48-54ba5288208a", "colab": { "base_uri": "https://localhost:8080/", - "height": 286 + "height": 269 } }, "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)" + "saturation = 0.3\n", + "value = 0.6\n", + "adj_hsvinyiq = tfa.image.adjust_hsv_in_yiq(google_img, delta, saturation, value)\n", + "_ = plt.imshow(adj_hsvinyiq)" ], - "execution_count": 0, + "execution_count": 10, "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", 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0dHHXPXdi9djCFir7hER0QTFisFlOVc4ztcnzoiueBVlY6aMqoLFV7EkM1RqL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\nh+3kN2+/n2t3XMeRgxNkeTFwWZlFMi9kyYe6GBr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" ] @@ -460,40 +547,27 @@ "metadata": { "id": "dG557eQDDtSK", "colab_type": "code", - "outputId": "34328f1a-24a3-4f3f-ca6e-46f5725f1f8b", + "outputId": "d921e760-dba8-4037-9d32-b24fcaf11bee", "colab": { "base_uri": "https://localhost:8080/", - "height": 286 + "height": 269 } }, "source": [ - "cl = tf.expand_dims(color,0)\n", - "new = tf.image.convert_image_dtype(cl, tf.dtypes.float32)\n", + "input_img = tf.image.convert_image_dtype(tf.expand_dims(google_img, 0), 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)" + "flow_shape = [1, input_img.shape[1], input_img.shape[2], 2]\n", + "init_flows = np.float32(np.random.normal(size=flow_shape) * 2.0)\n", + "dense_img_warp = tfa.image.dense_image_warp(input_img, init_flows)\n", + "dense_img_warp = tf.squeeze(dense_img_warp, 0)\n", + "_ = plt.imshow(dense_img_warp)" ], - "execution_count": 0, + "execution_count": 11, "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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\ntaVxLSaGB9pkuKioKZJ8p5jz4I8OLRXZCzQSkgLOEhoCPXO4qkddTfH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TuXpPbxvhxuvRWHHNr/8aj33337B++VJqjRxUJwoXpgPKp61LoFu3c5F7m2BKoY6QQMRY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" ] @@ -511,8 +585,8 @@ "colab_type": "text" }, "source": [ - "## Euclidian Distance transform\n", - "This operation updates the pixel value with the euclidian distance from the foreground or background pixel.\n", + "## Euclidian Distance Transform\n", + "This operation updates the pixel value with the euclidian distance from the foreground pixel to the background one.\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" ] }, @@ -521,36 +595,23 @@ "metadata": { "id": "-OMh6oeRQaYQ", "colab_type": "code", - "outputId": "dce4e1fc-0492-4874-9fea-0b2988b99a53", + "outputId": "58adea21-b89e-4ead-c2ac-50515ade5b06", "colab": { "base_uri": "https://localhost:8080/", - "height": 257 + "height": 240 } }, "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')" + "gray = tf.image.convert_image_dtype(xray_img, tf.float32)\n", + "gray = tf.image.rgb_to_grayscale(gray)\n", + "gray = tf.image.convert_image_dtype(gray, tf.uint8)\n", + "gray = tf.expand_dims(gray, 0)\n", + "eucid = tfa.image.euclidean_dist_transform(gray)\n", + "eucid = tf.squeeze(eucid, (0, -1))\n", + "_ = plt.imshow(eucid, cmap='gray')" ], - "execution_count": 0, + "execution_count": 12, "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 46 - }, { "output_type": "display_data", "data": { @@ -564,64 +625,6 @@ } } ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Gc0GrgfGeMBn", - "colab_type": "text" - }, - "source": [ - "## Bilinear Interpolation\n", - "This operation find the query points on the given grid using the bilinear interpolation method." - ] - }, - { - "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 d56366b700b7f53c8543c88ec0cf064b3be81d31 Mon Sep 17 00:00:00 2001 From: Tzu-Wei Sung Date: Tue, 27 Aug 2019 12:09:43 +0800 Subject: [PATCH 2/3] quiet mode --- examples/image_ops.ipynb | 88 ++++++++++++++++------------------------ 1 file changed, 35 insertions(+), 53 deletions(-) diff --git a/examples/image_ops.ipynb b/examples/image_ops.ipynb index a97eb39fef..a5f20123bb 100644 --- a/examples/image_ops.ipynb +++ b/examples/image_ops.ipynb @@ -6,7 +6,8 @@ "name": "image_ops.ipynb", "version": "0.3.2", "provenance": [], - "collapsed_sections": [] + "collapsed_sections": [], + "include_colab_link": true }, "kernelspec": { "name": "python3", @@ -15,6 +16,16 @@ "accelerator": "GPU" }, "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, { "cell_type": "markdown", "metadata": { @@ -109,15 +120,15 @@ "metadata": { "id": "2ZdFry6yAp-c", "colab_type": "code", + "outputId": "0be2c0d6-ea06-48bc-97ef-06ccffabbf0a", "colab": { "base_uri": "https://localhost:8080/", - "height": 595 - }, - "outputId": "e0864c5b-90dc-43ef-c650-49390cb92366" + "height": 85 + } }, "source": [ - "!pip install tensorflow-gpu==2.0.0b1\n", - "!pip install tensorflow-addons==0.4.0\n", + "!pip install -q tensorflow-gpu==2.0.0b1\n", + "!pip install -q tensorflow-addons==0.4.0\n", "\n", "from __future__ import absolute_import, division, print_function, unicode_literals\n", "\n", @@ -132,40 +143,11 @@ { "output_type": "stream", "text": [ - "Collecting tensorflow-gpu==2.0.0b1\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/2b/53/e18c5e7a2263d3581a979645a185804782e59b8e13f42b9c3c3cfb5bb503/tensorflow_gpu-2.0.0b1-cp36-cp36m-manylinux1_x86_64.whl (348.9MB)\n", - "\u001b[K |████████████████████████████████| 348.9MB 89kB/s \n", - "\u001b[?25hRequirement already satisfied: keras-applications>=1.0.6 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (1.0.8)\n", - "Requirement already satisfied: keras-preprocessing>=1.0.5 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (1.1.0)\n", - "Collecting tb-nightly<1.14.0a20190604,>=1.14.0a20190603 (from tensorflow-gpu==2.0.0b1)\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/a4/96/571b875cd81dda9d5dfa1422a4f9d749e67c0a8d4f4f0b33a4e5f5f35e27/tb_nightly-1.14.0a20190603-py3-none-any.whl (3.1MB)\n", - "\u001b[K |████████████████████████████████| 3.1MB 42.7MB/s \n", - "\u001b[?25hRequirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (1.15.0)\n", - "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (1.1.0)\n", - "Requirement already satisfied: gast>=0.2.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (0.2.2)\n", - "Requirement already satisfied: absl-py>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (0.7.1)\n", - "Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (1.11.2)\n", - "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (0.33.4)\n", - "Requirement already satisfied: astor>=0.6.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (0.8.0)\n", - "Collecting tf-estimator-nightly<1.14.0.dev2019060502,>=1.14.0.dev2019060501 (from tensorflow-gpu==2.0.0b1)\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/32/dd/99c47dd007dcf10d63fd895611b063732646f23059c618a373e85019eb0e/tf_estimator_nightly-1.14.0.dev2019060501-py2.py3-none-any.whl (496kB)\n", - "\u001b[K |████████████████████████████████| 501kB 66.6MB/s \n", - "\u001b[?25hRequirement already satisfied: numpy<2.0,>=1.14.5 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (1.16.4)\n", - "Requirement already satisfied: protobuf>=3.6.1 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (3.7.1)\n", - "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==2.0.0b1) (1.12.0)\n", - "Requirement 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tf-estimator-nightly-1.14.0.dev2019060501\n", - "Collecting tensorflow-addons==0.4.0\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/fb/49/40fe0d34302175c27224ed94ca4692a53898df7205a9368708563d3344d6/tensorflow_addons-0.4.0-cp36-cp36m-manylinux1_x86_64.whl (550kB)\n", - "\u001b[K |████████████████████████████████| 552kB 3.4MB/s \n", - "\u001b[?25hRequirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-addons==0.4.0) (1.12.0)\n", - "Installing collected packages: tensorflow-addons\n", - "Successfully installed tensorflow-addons-0.4.0\n" + "\u001b[K |████████████████████████████████| 348.9MB 69kB/s \n", + "\u001b[K |████████████████████████████████| 3.1MB 30.6MB/s \n", + "\u001b[K |████████████████████████████████| 501kB 37.4MB/s \n", + "\u001b[K |████████████████████████████████| 552kB 2.7MB/s \n", + "\u001b[?25h" ], "name": "stdout" } @@ -230,11 +212,11 @@ "metadata": { "id": "NRlvNQdm1YI8", "colab_type": "code", + "outputId": "3997165d-46b0-4ac6-adaf-22bfd94efeb8", "colab": { "base_uri": "https://localhost:8080/", "height": 281 - }, - "outputId": "6040676b-b18a-4197-c469-7e5e9493456c" + } }, "source": [ "google_img_raw = tf.io.read_file(\"google.jpg\")\n", @@ -274,11 +256,11 @@ "metadata": { "id": "tbaIkUCS2eNv", "colab_type": "code", + "outputId": "e6b11596-71f5-4a45-aea2-657c4ecdfef7", "colab": { "base_uri": "https://localhost:8080/", "height": 253 - }, - "outputId": "bdc73bee-da4c-4f07-acba-d45435f25024" + } }, "source": [ "xray_img_raw = tf.io.read_file(\"xray.png\")\n", @@ -329,7 +311,7 @@ "metadata": { "id": "SutWnbRoHl6i", "colab_type": "code", - "outputId": "e2ef711c-5175-4f19-f042-b2fc38adaefd", + "outputId": "4755c425-b3f6-4309-e53e-e46e72acdaac", "colab": { "base_uri": "https://localhost:8080/", "height": 269 @@ -371,7 +353,7 @@ "metadata": { "id": "9kxUES9sM8Jl", "colab_type": "code", - "outputId": "50e86820-0055-4733-ae28-62a3ea280b32", + "outputId": "f79b075f-a204-45f3-c5fe-e80cd6ae20ee", "colab": { "base_uri": "https://localhost:8080/", "height": 269 @@ -413,7 +395,7 @@ "metadata": { "id": "HTh1Qpps8Rg5", "colab_type": "code", - "outputId": "d2e7de3b-2808-4562-8733-bbbde2233b14", + "outputId": "3badc7c5-ae57-44a8-b619-14ed7196663d", "colab": { "base_uri": "https://localhost:8080/", "height": 269 @@ -455,7 +437,7 @@ "metadata": { "id": "zZBI-9XvBSuh", "colab_type": "code", - "outputId": "8e38e63c-fa22-49ab-fa69-7bbf04424f14", + "outputId": "acbec9e8-b217-4d8c-f6ec-d8c272fd71fa", "colab": { "base_uri": "https://localhost:8080/", "height": 269 @@ -475,7 +457,7 @@ { "output_type": "display_data", "data": { - "image/png": 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nIovlhhAn0pw4/jKmAQ0hjo+4UDEaBMbTUj5ZgWbEfpdiBJbYd9uVsBC1NTak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\nT5MUfoR4RKEhIKL81HUHCCi5KifOTHHslR9xcnY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V4R5iq1Sryv3f/xcmW23aWRuHx2YmeMfdauuFE62wererUgMbN5sIMILdJ+d7vNVpaDvh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\ncAMkLllktvJOO+Uy5Rs1wMzSWBZaps34ymOSJ+z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" ] @@ -502,7 +484,7 @@ "metadata": { "id": "vbCdwGtYChnQ", "colab_type": "code", - "outputId": "999c04ed-ff95-416f-9b48-54ba5288208a", + "outputId": "9aa7cada-ffe4-4404-8a31-21427e9c18c4", "colab": { "base_uri": "https://localhost:8080/", "height": 269 @@ -547,7 +529,7 @@ "metadata": { "id": "dG557eQDDtSK", "colab_type": "code", - "outputId": "d921e760-dba8-4037-9d32-b24fcaf11bee", + "outputId": "9a5fa541-d465-435a-9b47-edded4a2811a", "colab": { "base_uri": "https://localhost:8080/", "height": 269 @@ -567,7 +549,7 @@ { "output_type": "display_data", "data": { - "image/png": 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TuXpPbxvhxuvRWHHNr/8aj33337B++VJqjRxUJwoXpgPKp61LoFu3c5F7m2BKoY6QQMRY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5utRk2yD9VjF/bNqg9CcBQr5JFMNcU4xXi1wsIjkoh2HzFESlf+f3WH/6CcxfvRoxGC5y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" ] @@ -595,7 +577,7 @@ "metadata": { "id": "-OMh6oeRQaYQ", "colab_type": "code", - "outputId": "58adea21-b89e-4ead-c2ac-50515ade5b06", + "outputId": "bba9e240-3427-41b8-f1ec-38f5afdc0356", "colab": { "base_uri": "https://localhost:8080/", "height": 240 From 07ff47e9e1db354a5385995fcb1d2d85cf888380 Mon Sep 17 00:00:00 2001 From: Tzu-Wei Sung Date: Tue, 27 Aug 2019 12:11:20 +0800 Subject: [PATCH 3/3] remove the link --- examples/image_ops.ipynb | 13 +------------ 1 file changed, 1 insertion(+), 12 deletions(-) diff --git a/examples/image_ops.ipynb b/examples/image_ops.ipynb index a5f20123bb..bd5fe628f6 100644 --- a/examples/image_ops.ipynb +++ b/examples/image_ops.ipynb @@ -6,8 +6,7 @@ "name": "image_ops.ipynb", "version": "0.3.2", "provenance": [], - "collapsed_sections": [], - "include_colab_link": true + "collapsed_sections": [] }, "kernelspec": { "name": "python3", @@ -16,16 +15,6 @@ "accelerator": "GPU" }, "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, { "cell_type": "markdown", "metadata": {