diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000..5008ddf Binary files /dev/null and b/.DS_Store differ diff --git a/.ipynb_checkpoints/template_matching-checkpoint.ipynb b/.ipynb_checkpoints/template_matching-checkpoint.ipynb new file mode 100644 index 0000000..7128807 --- /dev/null +++ b/.ipynb_checkpoints/template_matching-checkpoint.ipynb @@ -0,0 +1,276 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Project 3: Where's Waldo?\n", + "\n", + "Due Mar. 4th\n", + "\n", + "So far, we've mostly focused on using imagery to do stuff for which it is better suited than a human: calculating camera locations from imagery, finding an optimal projective transform to stitch images together, and (soon) we'll be doing \"structure from motion\" in which we create 3D models of the world from collections of 2D images. These are tasks primarily based around measuring things and doing calculations. On the other side of the coin is object recognition (identifying the semantic content of a scene), and the best contemporary computer vision algorithms do object recognition at roughly the level of a 2 year old human (with some exceptions). For this (mini-)project, we're going to delve into a topic that sort of straddles the line between these two general realms of computer vision.\n", + "\n", + "As a motivating example, did you ever play the game Where's Waldo. There are books filled with images like the following:\n", + "\n", + "The objective, of course, is to find Waldo, the man in the red striped shirt and beanie wearing glasses. He looks like this:\n", + "\n", + "These scenes are (obviously) intended to have a bunch of visual clutter to make this task reasonably challenging.\n", + "\n", + "Your task will be to come up with an algorithm that locates the template image (Waldo's face) and the target image (the larger scene). This is called *template matching*, and it's a primitive form of feature recognition. \n", + "\n", + "## Implementation\n", + "### Template Matching\n", + "Template matching works in a way that is very similar to filtering: slide the template image over every location in the target image, computing some sort of metric at each position. In practice, one commonly used choice for an error metric is the one that you've already used for matching keypoint descriptors: z-normalized sum square error. Another choice is [normalized cross-correlation](https://en.wikipedia.org/wiki/Cross-correlation#Normalization). Once these metrics have been computed, simply find the argmin (for SSE) or argmax (for NCC), and this will be the location of the best match. \n", + "\n", + "**Your task is to implement template matching. Use 'waldo_template.jpg' as the template and 'waldo_1.jpg' as the target image. Where's Waldo? **\n", + "\n", + "### Not so fast!!! What about scale!\n", + "Oh, no. As it turns out, the template I've provided is not the same scale as the Waldo in the image. To deal with this, you'll need to create an image pyramid for the template (See Szeliski 3.5, and [Mubarak Shah's lecture on this topic](https://www.youtube.com/watch?v=KO7jJt0WHag&feature=youtu.be)). This essentially just means creating a sequence of downsampled images of the template, and trying each one in hopes that one of the resulting down-scaled templates matches the feature in the target image. **Create a sequence of templates with which to perform feature matching, each one 1/2 the resolution of the previous (so 1/4 the total number of pixels). To avoid aliasing, before downsampling perform a $\\sigma=1$ Gaussian Blur of the image. Once you've built your image pyramid, find the argmin/max in 3 dimensions (u,v,template scale)**.\n", + "\n", + "## Generalization\n", + "**Waldo appears in every Where's Waldo image (obviously). Try using the same technique on 'waldo_2.jpg'. Does the algorithm work?** I confess that I pulled the image of waldo for the template directly from 'waldo_1.jpg', so for the correct scale, there is something close to an exact match (i.e. SSE=0). However, Waldo, while easily recognizable to the human eye after undergoing the small scale deformations associated with artistic license, is not so easily recognizable via template matching. We will return to a similar problem when discussing object recognition, and hopefully this example will motivate the need to come up with representations of objects (like Waldo) that are more robust.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import needed libraries\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import imageprocessing as imp\n", + "## \n", + "\n", + "# Waldo template image\n", + "waldo_template = plt.imread('waldo_template.jpg').mean(axis=2)\n", + "\n", + "# Where's waldo number 1.\n", + "waldo_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", + "\n", + "# Perform gauss blur of waldo_template\n", + "waldo_template = imp.gauss_blur(waldo_template)\n", + "\n", + "# Function to perform the gaussian reduction\n", + "def reduce(template, a=.4, b=.25, c=.10):\n", + " \n", + " h = template.shape[0]\n", + " w = template.shape[1]\n", + " reduced = np.zeros((h//2, w//2))\n", + " for i in range(2,h-2):\n", + " for j in range(2,w-2):\n", + " pixel_w = a*template[i][j] + b*template[i+1][j] + b*template[i-1][j] + c*template[i-2][j] + c*template[i+2][j]\n", + " pixel_h = a*template[i][j] + b*template[i][j+1] + b*template[i][j-1] + c*template[i][j+2] + c*template[i][j-2]\n", + " reduced[i//2][j//2] = (pixel_w + pixel_h) / 2\n", + " \n", + " # Just cut off the image border, it's easier this way\n", + " new_h = reduced.shape[0]-4\n", + " new_w = reduced.shape[1]-4\n", + " trimmed = np.zeros((new_h, new_w))\n", + " trimmed = reduced[2:reduced.shape[0]-2, 2:reduced.shape[1]-2]\n", + " return trimmed\n", + "\n", + "# Function that creates the image pyramid calling the gaussian reduction\n", + "def create_pyramid(template):\n", + " image_pyramid = []\n", + " image_pyramid.append(template)\n", + " while(template.shape[0] > 25):\n", + " template = reduce(template)\n", + " image_pyramid.append(template)\n", + " \n", + " \n", + " return image_pyramid\n", + "\n", + "image_pyramid = create_pyramid(waldo_template)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Show the image pyramid\n", + "for image in image_pyramid:\n", + " print(image.shape)\n", + " plt.imshow(image, cmap=\"gray\")\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/addisonwesleyboyer/Desktop/project_3-mini-project/imageprocessing.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (603, 1588)\n" + ] + } + ], + "source": [ + "# Find waldo\n", + "# Height and width of waldo_1.jpg\n", + "map_height = waldo_1.shape[0]\n", + "map_width = waldo_1.shape[1]\n", + "\n", + "# Variables to store best_sse, and i,j of best_sse\n", + "best_sse = np.inf\n", + "best_location = None\n", + "\n", + "for template in image_pyramid:\n", + " temp_h = template.shape[0]\n", + " temp_w = template.shape[1]\n", + " print(\"Searcing for waldo with template of size :\", (temp_h, temp_w))\n", + " for i in range(temp_h, map_height):\n", + " for j in range(temp_w, map_width):\n", + " image_patch = waldo_1[i-temp_h:i, j-temp_w:j]\n", + " sse = imp.sum_squared_error(template, image_patch)\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = [(i-temp_h,j-temp_w), template]\n", + "\n", + "# Finished now print the best location!\n", + "print(\"Found waldo at: \", best_location[0])\n", + " \n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.patches as pat\n", + "# Get original color image\n", + "waldo_1 = plt.imread('waldo_1.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][1]\n", + "y = best_location[0][0]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", + "ax.imshow(waldo_1)\n", + "ax.add_patch(rect)\n", + "plt.show()" + ] + } + ], + "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": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.ipynb_checkpoints/wheres_waldo_final-checkpoint.ipynb b/.ipynb_checkpoints/wheres_waldo_final-checkpoint.ipynb new file mode 100644 index 0000000..021f048 --- /dev/null +++ b/.ipynb_checkpoints/wheres_waldo_final-checkpoint.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Project 3: Where's Waldo?\n", + "\n", + "Due Mar. 4th\n", + "\n", + "So far, we've mostly focused on using imagery to do stuff for which it is better suited than a human: calculating camera locations from imagery, finding an optimal projective transform to stitch images together, and (soon) we'll be doing \"structure from motion\" in which we create 3D models of the world from collections of 2D images. These are tasks primarily based around measuring things and doing calculations. On the other side of the coin is object recognition (identifying the semantic content of a scene), and the best contemporary computer vision algorithms do object recognition at roughly the level of a 2 year old human (with some exceptions). For this (mini-)project, we're going to delve into a topic that sort of straddles the line between these two general realms of computer vision.\n", + "\n", + "As a motivating example, did you ever play the game Where's Waldo. There are books filled with images like the following:\n", + "\n", + "The objective, of course, is to find Waldo, the man in the red striped shirt and beanie wearing glasses. He looks like this:\n", + "\n", + "These scenes are (obviously) intended to have a bunch of visual clutter to make this task reasonably challenging.\n", + "\n", + "Your task will be to come up with an algorithm that locates the template image (Waldo's face) and the target image (the larger scene). This is called *template matching*, and it's a primitive form of feature recognition. \n", + "\n", + "## Implementation\n", + "### Template Matching\n", + "Template matching works in a way that is very similar to filtering: slide the template image over every location in the target image, computing some sort of metric at each position. In practice, one commonly used choice for an error metric is the one that you've already used for matching keypoint descriptors: z-normalized sum square error. Another choice is [normalized cross-correlation](https://en.wikipedia.org/wiki/Cross-correlation#Normalization). Once these metrics have been computed, simply find the argmin (for SSE) or argmax (for NCC), and this will be the location of the best match. \n", + "\n", + "**Your task is to implement template matching. Use 'waldo_template.jpg' as the template and 'waldo_1.jpg' as the target image. Where's Waldo? **\n", + "\n", + "### Not so fast!!! What about scale!\n", + "Oh, no. As it turns out, the template I've provided is not the same scale as the Waldo in the image. To deal with this, you'll need to create an image pyramid for the template (See Szeliski 3.5, and [Mubarak Shah's lecture on this topic](https://www.youtube.com/watch?v=KO7jJt0WHag&feature=youtu.be)). This essentially just means creating a sequence of downsampled images of the template, and trying each one in hopes that one of the resulting down-scaled templates matches the feature in the target image. **Create a sequence of templates with which to perform feature matching, each one 1/2 the resolution of the previous (so 1/4 the total number of pixels). To avoid aliasing, before downsampling perform a $\\sigma=1$ Gaussian Blur of the image. Once you've built your image pyramid, find the argmin/max in 3 dimensions (u,v,template scale)**.\n", + "\n", + "## Generalization\n", + "**Waldo appears in every Where's Waldo image (obviously). Try using the same technique on 'waldo_2.jpg'. Does the algorithm work?** I confess that I pulled the image of waldo for the template directly from 'waldo_1.jpg', so for the correct scale, there is something close to an exact match (i.e. SSE=0). However, Waldo, while easily recognizable to the human eye after undergoing the small scale deformations associated with artistic license, is not so easily recognizable via template matching. We will return to a similar problem when discussing object recognition, and hopefully this example will motivate the need to come up with representations of objects (like Waldo) that are more robust.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import needed libraries\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import imageprocessing as imp\n", + "## \n", + "\n", + "# Waldo template image\n", + "waldo_template = plt.imread('waldo_template.jpg').mean(axis=2)\n", + "\n", + "# Where's waldo number 1.\n", + "waldo_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", + "\n", + "# Perform gauss blur of waldo_template\n", + "waldo_template = imp.gauss_blur(waldo_template)\n", + "\n", + "# Function to perform the gaussian reduction\n", + "def reduce(template, a=.4, b=.25, c=.10):\n", + " \n", + " h = template.shape[0]\n", + " w = template.shape[1]\n", + " reduced = np.zeros((h//2, w//2))\n", + " for i in range(2,h-2):\n", + " for j in range(2,w-2):\n", + " pixel_w = a*template[i][j] + b*template[i+1][j] + b*template[i-1][j] + c*template[i-2][j] + c*template[i+2][j]\n", + " pixel_h = a*template[i][j] + b*template[i][j+1] + b*template[i][j-1] + c*template[i][j+2] + c*template[i][j-2]\n", + " reduced[i//2][j//2] = (pixel_w + pixel_h) / 2\n", + " \n", + " # Just cut off the image border, it's easier this way\n", + " new_h = reduced.shape[0]-4\n", + " new_w = reduced.shape[1]-4\n", + " trimmed = np.zeros((new_h, new_w))\n", + " trimmed = reduced[2:reduced.shape[0]-2, 2:reduced.shape[1]-2]\n", + " return trimmed\n", + "\n", + "# Function that creates the image pyramid calling the gaussian reduction\n", + "def create_pyramid(template):\n", + " image_pyramid = []\n", + " image_pyramid.append(template)\n", + " while(template.shape[0] > 25):\n", + " template = reduce(template)\n", + " image_pyramid.append(template)\n", + " \n", + " \n", + " return image_pyramid\n", + "\n", + "image_pyramid = create_pyramid(waldo_template)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Show the image pyramid\n", + "for image in image_pyramid:\n", + " print(image.shape)\n", + " plt.imshow(image, cmap=\"gray\")\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/addisonwesleyboyer/Desktop/project_3-mini-project/imageprocessing.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (603, 1588)\n" + ] + } + ], + "source": [ + "# Find waldo\n", + "# Height and width of waldo_1.jpg\n", + "map_height = waldo_1.shape[0]\n", + "map_width = waldo_1.shape[1]\n", + "\n", + "def find_waldo(image_pyramid):\n", + " # Variables to store best_sse, and i,j of best_sse\n", + " best_sse = np.inf\n", + " best_location = None\n", + "\n", + " for template in image_pyramid:\n", + " temp_h = template.shape[0]\n", + " temp_w = template.shape[1]\n", + " print(\"Searcing for waldo with template of size :\", (temp_h, temp_w))\n", + " for i in range(temp_h, map_height):\n", + " for j in range(temp_w, map_width):\n", + " image_patch = waldo_1[i-temp_h:i, j-temp_w:j]\n", + " sse = imp.sum_squared_error(template, image_patch)\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = [(j-temp_w, i-temp_h), template]\n", + " \n", + " return best_location\n", + "\n", + "# Finished now print the best location!\n", + "print(\"Found waldo at: \", best_location[0])\n", + " \n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.patches as pat\n", + "# Get original color image\n", + "waldo_1 = plt.imread('waldo_1.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][1]\n", + "y = best_location[0][0]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", + "ax.imshow(waldo_1)\n", + "ax.add_patch(rect)\n", + "plt.show()" + ] + } + ], + "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": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/__pycache__/imageprocessing.cpython-37.pyc b/__pycache__/imageprocessing.cpython-37.pyc new file mode 100644 index 0000000..a8ce820 Binary files /dev/null and b/__pycache__/imageprocessing.cpython-37.pyc differ diff --git a/imageprocessing.py b/imageprocessing.py new file mode 100644 index 0000000..ee0f92c --- /dev/null +++ b/imageprocessing.py @@ -0,0 +1,44 @@ +import numpy as np +import math as mt + +def sum_squared_error(D1, D2): + if(D1.shape == D2.shape): + return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2) + else: + return np.inf + +def gauss_kernal(size, var): + '''Returns a gauss kernal with the given size and variance''' + + kernel = np.zeros(shape=(size,size)) + for i in range(size): + for j in range(size): + kernel[i][j] = mt.exp( -((i - (size-1)/2)**2 + (j - (size-1)/2)**2 )/(2*var*var)) + + kernel = kernel / kernel.sum() + + return kernel + +def convolve(g,h): + '''Convolves image g with kernal h''' + + I_gray_copy = g.copy() + x,y = h.shape + xl = int(x/2) + yl = int(y/2) + for i in range(xl,len(g[:,1])-xl): + for j in range(yl, len(g[i,:])-yl): + + f = g[i-xl:i+(xl+1), j-yl:j+(yl+1)] + + total = h*f + + I_gray_copy[i][j] = sum(sum(total)) + + return I_gray_copy + +def gauss_blur(image): + '''Returns the image blurred with a gauss kernel of variance 1''' + g_kernal = gauss_kernal(3,1) + g_blur = convolve(image, g_kernal) + return g_blur diff --git a/imageprocessing.pyc b/imageprocessing.pyc new file mode 100644 index 0000000..412774a Binary files /dev/null and b/imageprocessing.pyc differ diff --git a/template_matching.ipynb b/template_matching.ipynb index 156f833..7128807 100644 --- a/template_matching.ipynb +++ b/template_matching.ipynb @@ -33,10 +33,223 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Import needed libraries\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import imageprocessing as imp\n", + "## \n", + "\n", + "# Waldo template image\n", + "waldo_template = plt.imread('waldo_template.jpg').mean(axis=2)\n", + "\n", + "# Where's waldo number 1.\n", + "waldo_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", + "\n", + "# Perform gauss blur of waldo_template\n", + "waldo_template = imp.gauss_blur(waldo_template)\n", + "\n", + "# Function to perform the gaussian reduction\n", + "def reduce(template, a=.4, b=.25, c=.10):\n", + " \n", + " h = template.shape[0]\n", + " w = template.shape[1]\n", + " reduced = np.zeros((h//2, w//2))\n", + " for i in range(2,h-2):\n", + " for j in range(2,w-2):\n", + " pixel_w = a*template[i][j] + b*template[i+1][j] + b*template[i-1][j] + c*template[i-2][j] + c*template[i+2][j]\n", + " pixel_h = a*template[i][j] + b*template[i][j+1] + b*template[i][j-1] + c*template[i][j+2] + c*template[i][j-2]\n", + " reduced[i//2][j//2] = (pixel_w + pixel_h) / 2\n", + " \n", + " # Just cut off the image border, it's easier this way\n", + " new_h = reduced.shape[0]-4\n", + " new_w = reduced.shape[1]-4\n", + " trimmed = np.zeros((new_h, new_w))\n", + " trimmed = reduced[2:reduced.shape[0]-2, 2:reduced.shape[1]-2]\n", + " return trimmed\n", + "\n", + "# Function that creates the image pyramid calling the gaussian reduction\n", + "def create_pyramid(template):\n", + " image_pyramid = []\n", + " image_pyramid.append(template)\n", + " while(template.shape[0] > 25):\n", + " template = reduce(template)\n", + " image_pyramid.append(template)\n", + " \n", + " \n", + " return image_pyramid\n", + "\n", + "image_pyramid = create_pyramid(waldo_template)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Show the image pyramid\n", + "for image in image_pyramid:\n", + " print(image.shape)\n", + " plt.imshow(image, cmap=\"gray\")\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/addisonwesleyboyer/Desktop/project_3-mini-project/imageprocessing.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (603, 1588)\n" + ] + } + ], + "source": [ + "# Find waldo\n", + "# Height and width of waldo_1.jpg\n", + "map_height = waldo_1.shape[0]\n", + "map_width = waldo_1.shape[1]\n", + "\n", + "# Variables to store best_sse, and i,j of best_sse\n", + "best_sse = np.inf\n", + "best_location = None\n", + "\n", + "for template in image_pyramid:\n", + " temp_h = template.shape[0]\n", + " temp_w = template.shape[1]\n", + " print(\"Searcing for waldo with template of size :\", (temp_h, temp_w))\n", + " for i in range(temp_h, map_height):\n", + " for j in range(temp_w, map_width):\n", + " image_patch = waldo_1[i-temp_h:i, j-temp_w:j]\n", + " sse = imp.sum_squared_error(template, image_patch)\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = [(i-temp_h,j-temp_w), template]\n", + "\n", + "# Finished now print the best location!\n", + "print(\"Found waldo at: \", best_location[0])\n", + " \n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.patches as pat\n", + "# Get original color image\n", + "waldo_1 = plt.imread('waldo_1.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][1]\n", + "y = best_location[0][0]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", + "ax.imshow(waldo_1)\n", + "ax.add_patch(rect)\n", + "plt.show()" + ] } ], "metadata": { @@ -55,7 +268,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.2" } }, "nbformat": 4, diff --git a/testing.py b/testing.py new file mode 100644 index 0000000..95201a4 --- /dev/null +++ b/testing.py @@ -0,0 +1,6 @@ +import matplotlib.pyplot as plt +import numpy as snp + +image = plt.imread("waldo_1.jpg") +plt.imshow(image) +plt.show() diff --git a/wheres_waldo_final.ipynb b/wheres_waldo_final.ipynb new file mode 100644 index 0000000..97bfcf2 --- /dev/null +++ b/wheres_waldo_final.ipynb @@ -0,0 +1,337 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Project 3: Where's Waldo?\n", + "\n", + "Due Mar. 4th\n", + "\n", + "So far, we've mostly focused on using imagery to do stuff for which it is better suited than a human: calculating camera locations from imagery, finding an optimal projective transform to stitch images together, and (soon) we'll be doing \"structure from motion\" in which we create 3D models of the world from collections of 2D images. These are tasks primarily based around measuring things and doing calculations. On the other side of the coin is object recognition (identifying the semantic content of a scene), and the best contemporary computer vision algorithms do object recognition at roughly the level of a 2 year old human (with some exceptions). For this (mini-)project, we're going to delve into a topic that sort of straddles the line between these two general realms of computer vision.\n", + "\n", + "As a motivating example, did you ever play the game Where's Waldo. There are books filled with images like the following:\n", + "\n", + "The objective, of course, is to find Waldo, the man in the red striped shirt and beanie wearing glasses. He looks like this:\n", + "\n", + "These scenes are (obviously) intended to have a bunch of visual clutter to make this task reasonably challenging.\n", + "\n", + "Your task will be to come up with an algorithm that locates the template image (Waldo's face) and the target image (the larger scene). This is called *template matching*, and it's a primitive form of feature recognition. \n", + "\n", + "## Implementation\n", + "### Template Matching\n", + "Template matching works in a way that is very similar to filtering: slide the template image over every location in the target image, computing some sort of metric at each position. In practice, one commonly used choice for an error metric is the one that you've already used for matching keypoint descriptors: z-normalized sum square error. Another choice is [normalized cross-correlation](https://en.wikipedia.org/wiki/Cross-correlation#Normalization). Once these metrics have been computed, simply find the argmin (for SSE) or argmax (for NCC), and this will be the location of the best match. \n", + "\n", + "**Your task is to implement template matching. Use 'waldo_template.jpg' as the template and 'waldo_1.jpg' as the target image. Where's Waldo? **\n", + "\n", + "### Not so fast!!! What about scale!\n", + "Oh, no. As it turns out, the template I've provided is not the same scale as the Waldo in the image. To deal with this, you'll need to create an image pyramid for the template (See Szeliski 3.5, and [Mubarak Shah's lecture on this topic](https://www.youtube.com/watch?v=KO7jJt0WHag&feature=youtu.be)). This essentially just means creating a sequence of downsampled images of the template, and trying each one in hopes that one of the resulting down-scaled templates matches the feature in the target image. **Create a sequence of templates with which to perform feature matching, each one 1/2 the resolution of the previous (so 1/4 the total number of pixels). To avoid aliasing, before downsampling perform a $\\sigma=1$ Gaussian Blur of the image. Once you've built your image pyramid, find the argmin/max in 3 dimensions (u,v,template scale)**.\n", + "\n", + "## Generalization\n", + "**Waldo appears in every Where's Waldo image (obviously). Try using the same technique on 'waldo_2.jpg'. Does the algorithm work?** I confess that I pulled the image of waldo for the template directly from 'waldo_1.jpg', so for the correct scale, there is something close to an exact match (i.e. SSE=0). However, Waldo, while easily recognizable to the human eye after undergoing the small scale deformations associated with artistic license, is not so easily recognizable via template matching. We will return to a similar problem when discussing object recognition, and hopefully this example will motivate the need to come up with representations of objects (like Waldo) that are more robust.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Import needed libraries\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import imageprocessing as imp\n", + "## \n", + "\n", + "# Waldo template image\n", + "waldo_template = plt.imread('waldo_template.jpg').mean(axis=2)\n", + "\n", + "# Where's waldo number 1.\n", + "waldo_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", + "\n", + "# Perform gauss blur of waldo_template\n", + "waldo_template = imp.gauss_blur(waldo_template)\n", + "\n", + "# Function to perform the gaussian reduction\n", + "def reduce(template, a=.4, b=.25, c=.10):\n", + " \n", + " h = template.shape[0]\n", + " w = template.shape[1]\n", + " reduced = np.zeros((h//2, w//2))\n", + " for i in range(2,h-2):\n", + " for j in range(2,w-2):\n", + " pixel_w = a*template[i][j] + b*template[i+1][j] + b*template[i-1][j] + c*template[i-2][j] + c*template[i+2][j]\n", + " pixel_h = a*template[i][j] + b*template[i][j+1] + b*template[i][j-1] + c*template[i][j+2] + c*template[i][j-2]\n", + " reduced[i//2][j//2] = (pixel_w + pixel_h) / 2\n", + " \n", + " # Just cut off the image border, it's easier this way\n", + " new_h = reduced.shape[0]-4\n", + " new_w = reduced.shape[1]-4\n", + " trimmed = np.zeros((new_h, new_w))\n", + " trimmed = reduced[2:reduced.shape[0]-2, 2:reduced.shape[1]-2]\n", + " return trimmed\n", + "\n", + "# Function that creates the image pyramid calling the gaussian reduction\n", + "def create_pyramid(template):\n", + " image_pyramid = []\n", + " image_pyramid.append(template)\n", + " while(template.shape[0] > 25):\n", + " template = reduce(template)\n", + " image_pyramid.append(template)\n", + " \n", + " \n", + " return image_pyramid\n", + "\n", + "image_pyramid = create_pyramid(waldo_template)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Show the image pyramid\n", + "for image in image_pyramid:\n", + " print(image.shape)\n", + " plt.imshow(image, cmap=\"gray\")\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/addisonwesleyboyer/Desktop/Computer_Vision/project_3-mini-project/imageprocessing.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (1588, 603)\n" + ] + } + ], + "source": [ + "# Find waldo\n", + "# Height and width of waldo_1.jpg\n", + "map_height = waldo_1.shape[0]\n", + "map_width = waldo_1.shape[1]\n", + "\n", + "# Function that performs the template matching\n", + "def find_waldo(image_pyramid, waldo_1):\n", + " # Variables to store best_sse, and i,j of best_sse\n", + " best_sse = np.inf\n", + " best_location = None\n", + "\n", + " for template in image_pyramid:\n", + " temp_h = template.shape[0]\n", + " temp_w = template.shape[1]\n", + " print(\"Searcing for waldo with template of size :\", (temp_h, temp_w))\n", + " for i in range(temp_h, map_height):\n", + " for j in range(temp_w, map_width):\n", + " image_patch = waldo_1[i-temp_h:i, j-temp_w:j]\n", + " sse = imp.sum_squared_error(template, image_patch)\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = [(j-temp_w, i-temp_h), template]\n", + " \n", + " return best_location\n", + "\n", + "\n", + "\n", + "best_location = find_waldo(image_pyramid, waldo_1)\n", + "# Finished now print the best location!\n", + "print(\"Found waldo at: \", best_location[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.patches as pat\n", + "# Get original color image\n", + "waldo_1 = plt.imread('waldo_1.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][0]\n", + "y = best_location[0][1]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", + "ax.imshow(waldo_1)\n", + "ax.add_patch(rect)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n", + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (2585, 180)\n" + ] + } + ], + "source": [ + "# Try on the second image\n", + "waldo_2 = plt.imread('waldo_2.jpg').mean(axis=2)\n", + "best_location = find_waldo(image_pyramid, waldo_2)\n", + "print(\"Found waldo at: \", best_location[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get original color image\n", + "waldo_2 = plt.imread('waldo_2.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][0]\n", + "y = best_location[0][1]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", + "ax.imshow(waldo_2)\n", + "ax.add_patch(rect)\n", + "plt.show()" + ] + } + ], + "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": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}