{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using CRF To Refine The Segmentation Maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Testing Dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import glob\n", "import numpy as np\n", "from pathlib import Path\n", "from tensorflow.keras.preprocessing.image import load_img, img_to_array\n", "\n", "images = np.array([img_to_array(load_img(img_file, color_mode='rgb')) for img_file in glob.glob('demo/predict/rgb*.png')])\n", "labels = np.array([img_to_array(load_img(img_file, color_mode='grayscale')) for img_file in glob.glob('demo/predict/label*.png')])\n", "\n", "images = images.astype('uint8')\n", "labels = np.reshape(labels, labels.shape[:-1]).astype('uint8')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define The Model" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pydensecrf.densecrf as dcrf\n", "from pydensecrf.utils import unary_from_labels\n", "\n", "# Fully connected CRF post processing function\n", "def do_crf(im, mask, zero_unsure=True):\n", " colors, labels = np.unique(mask, return_inverse=True)\n", " image_size = mask.shape[:2]\n", " n_labels = len(set(labels.flat))\n", " d = dcrf.DenseCRF2D(image_size[1], image_size[0], n_labels) # width, height, nlabels\n", " U = unary_from_labels(labels, n_labels, gt_prob=.7, zero_unsure=zero_unsure)\n", " d.setUnaryEnergy(U)\n", " # This adds the color-independent term, features are the locations only.\n", " d.addPairwiseGaussian(sxy=(3,3), compat=3)\n", " # This adds the color-dependent term, i.e. features are (x,y,r,g,b).\n", " # im is an image-array, e.g. im.dtype == np.uint8 and im.shape == (640,480,3)\n", " d.addPairwiseBilateral(sxy=80, srgb=13, rgbim=im.astype('uint8'), compat=10)\n", " Q = d.inference(5) # 5 - num of iterations\n", " MAP = np.argmax(Q, axis=0).reshape(image_size)\n", " unique_map = np.unique(MAP)\n", " for u in unique_map: # get original labels back\n", " np.putmask(MAP, MAP == u, colors[u])\n", " return MAP\n", " # MAP = do_crf(frame, labels.astype('int32'), zero_unsure=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refine The Predictions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Totally refined 9 samples, average 0.46s per sample\n" ] } ], "source": [ "from time import time\n", "start = time()\n", "refined_labels = [do_crf(img, label, zero_unsure=False) for img, label in zip(images, labels)]\n", "duration = time() - start\n", "print('Totally refined %d samples, average %.2fs per sample' % (len(refined_labels), duration/len(refined_labels)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate The Performance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Qualitative Result" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "\n", "\n", "def plot_samples(images, labels, refined_labels):\n", " \"\"\"Function to plot the results\"\"\"\n", " num_samples = len(labels)\n", "\n", " fig, ax = plt.subplots(num_samples, 3, figsize=(10, 15))\n", " plt.subplots_adjust(hspace=0.1, wspace=0.1) \n", " \n", " for i in range(num_samples):\n", " ax[i, 0].imshow(images[i]) \n", " ax[i, 0].axis('off')\n", " if i == 0: ax[i, 0].set_title('Raw Input')\n", "\n", " ax[i, 1].imshow(labels[i], cmap='gray') \n", " ax[i, 1].axis('off')\n", " if i == 0: ax[i, 1].set_title('UNET')\n", "\n", " ax[i, 2].imshow(refined_labels[i], cmap='gray') \n", " ax[i, 2].axis('off')\n", " if i == 0: ax[i, 2].set_title('UNET + CRF')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_samples(images, labels, refined_labels)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4aaba84600ac458f874ae716759e0e9d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Saving images and labels', max=9, style=ProgressStyle(descrip…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from tensorflow.keras.preprocessing.image import save_img\n", "from tqdm import tqdm_notebook\n", "from pathlib import Path\n", "import numpy as np\n", "import os\n", "\n", "OUTPUT_PATH = Path('demo/finetune')\n", "if not os.path.exists(OUTPUT_PATH): os.mkdir(OUTPUT_PATH)\n", "\n", "for index, (image, label) in enumerate((tqdm_notebook(zip(images, refined_labels), total=len(images), desc=\"Saving images and labels\"))):\n", " image_fname = OUTPUT_PATH / ('rgb_%04d.png' % index)\n", " label_fname = OUTPUT_PATH / ('label_%04d.png' % index)\n", "\n", " save_img(image_fname, image, scale=True)\n", " \n", " label = np.expand_dims(label, -1)\n", " save_img(label_fname, label, scale=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }