From 228fc41d9f52a5e9b91e1a25d6f2da55fbd1f5c4 Mon Sep 17 00:00:00 2001 From: xander Date: Fri, 15 Apr 2016 11:52:33 +0200 Subject: [PATCH] Fix axes labels. --- tools/test_iters.py | 284 ++++++++++---------------------------------- 1 file changed, 64 insertions(+), 220 deletions(-) diff --git a/tools/test_iters.py b/tools/test_iters.py index 89e1f2cf8..f0805dbfa 100644 --- a/tools/test_iters.py +++ b/tools/test_iters.py @@ -1,220 +1,64 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Effect of number of iterations on detection precision\n", - "In this notebook the effect of the number of trianing iterations on the precision is inspected. At this stage a model has been trained on 5 objects: book, bowl, ball, halter and dove. A testset exists of 97 images on which the performance is evaluated. During training, intermediate snapshots of the models have been stored for 10.000, 20.000, 30.000, 40.000, 50.000, 60.000 and 70.000 iterations.\n", - "\n", - "#### Data\n", - "For each category the precision is listed for all the models" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# iterations ->\n", - "# = 10k , 20k , 30k , 40k , 50k , 60k , 70k\n", - "book = [0.4433, 0.4120, 0.3002, 0.3171, 0.2976, 0.2827, 0.2878]\n", - "bowl = [0.7220, 0.5994, 0.6412, 0.5861, 0.5416, 0.5319, 0.5117] \n", - "ball = [0.7552, 0.7449, 0.7600, 0.7417, 0.6540, 0.7122, 0.6772]\n", - "halter = [0.3229, 0.3295, 0.1961, 0.2409, 0.1513, 0.2510, 0.2203]\n", - "dove = [0.6836, 0.7218, 0.6143, 0.6278, 0.6701, 0.5812, 0.5836]\n", - "meanAP = [0.5854, 0.5615, 0.5024, 0.5027, 0.4629, 0.4718, 0.4561]" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - 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OLDOzt8ysskOhXsYfi1jDV/8Hfwxfcs7lR2d0zl2PH/4ZHo7VG/gZ/kEC68zsGTOrUu+U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5AAAg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\ngPzh4q8j4vvFecdFxOMppZOAt5Pf85w74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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.colors as colors\n", - "import matplotlib as mpl\n", - "%matplotlib inline\n", - "\n", - "# Set the default color cycle\n", - "mpl.rcParams['axes.color_cycle'] = plt.cm.cool(np.linspace(0,1,6))\n", - "font = {'family' : 'normal',\n", - " 'weight' : 'normal',\n", - " 'size' : 22}\n", - "\n", - "mpl.rc('font', **font)\n", - "\n", - "fig = plt.figure(figsize=(20,10)) \n", - "ax = fig.add_axes([0.1, 0.1, 0.6, 0.75])\n", - "ax.plot(book,label='book')\n", - "ax.hold(True)\n", - "ax.plot(bowl,label='bowl')\n", - "ax.plot(ball,label='ball')\n", - "ax.plot(halter,label='halter')\n", - "ax.plot(dove,label='dove')\n", - "ax.plot(meanAP,label='meanAP',lw=3)\n", - "ax.legend(loc='upper center', bbox_to_anchor=(1.2,1),borderaxespad=0.)\n", - "ax.set_title('Number of iterations vs model precision')\n", - "ax.set_xticklabels(['10k','20k','30k','40k','50k','60k','70k'],rotation=45)\n", - "x = [0,1, 2, 3, 4,5,6]\n", - "ax.set_xticks(x, labels)\n", - "ax.set_xlabel('Iterations')\n", - "ax.set_ylabel('Precision (AP)')\n", - "ax.set_ylim([0, 1])\n", - "#plt.savefig('iterations_precision.eps', format='eps', dpi=1000)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Pascal VOC" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "aeroplane\t=[0.6121,0.609,0.696,0.643,0.664,0.692,0.682]\n", - "bicycle\t\t=[0.6515,0.749,0.767,0.76,0.773,0.777,0.772]\n", - "bird\t\t=[0.5374,0.619,0.626,0.628,0.664,0.683,0.68]\n", - "boat\t\t=[0.3797,0.5,0.495,0.506,0.507,0.558,0.511]\n", - "bottle\t\t=[0.4446,0.459,0.504,0.496,0.535,0.523,0.534]\n", - "bus\t\t\t=[0.6730,0.762,0.701,0.788,0.762,0.757,0.765]\n", - "car\t\t\t=[0.7616,0.775,0.786,0.792,0.793,0.797,0.792]\n", - "cat\t\t\t=[0.7167,0.806,0.805,0.775,0.786,0.793,0.792]\n", - "chair\t\t=[0.3420,0.435,0.469,0.464,0.463,0.49,0.483]\n", - "cow\t\t\t=[0.6047,0.714,0.696,0.724,0.721,0.74,0.739]\n", - "diningtable\t=[0.5978,0.618,0.625,0.647,0.654,0.691,0.68]\n", - "dog\t\t\t=[0.6871,0.737,0.729,0.711,0.748,0.768,0.769]\n", - "horse\t\t=[0.7220,0.811,0.771,0.791,0.776,0.797,0.798]\n", - "motorbike\t=[0.6888,0.733,0.752,0.73,0.744,0.761,0.773]\n", - "person\t\t=[0.6504,0.748,0.76,0.697,0.76,0.771,0.768]\n", - "pottedplant\t=[0.3025,0.339,0.399,0.398,0.414,0.418,0.4]\n", - "sheep\t\t=[0.5832,0.631,0.686,0.657,0.662,0.669,0.674]\n", - "sofa\t\t=[0.5894,0.595,0.592,0.637,0.646,0.647,0.646]\n", - "train\t\t=[0.6929,0.741,0.734,0.738,0.735,0.756,0.758]\n", - "tvmonitor\t=[0.6203,0.681,0.692,0.698,0.702,0.709,0.667]\n", - "MeanAP\t\t=[0.5929,0.653,0.664,0.664,0.675,0.69,0.684]" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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vveTMzEUikdDFzFzbtm3dp59+Grp9QUGBO++88xKWYWZun332cQsXLqyw7ddf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EL4xBNP8MQTT7BhwwZOnz7dcN3Zs2e55ZZbAHj++ed5xzve0XDtQj8nrfmVhmstoKaFBhw3Wvb3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\n5dIeGcoLT5U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Idp2qaiPXbgMcuMXdl0Y3unsOwW2dBtxa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\naNEi6tatW6I6OTk5sZ+XLVsW+7lTp05J60Sfjz0pbh/R/Xz44Yd7/bxkZWU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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.colors as colors\n", - "import matplotlib as mpl\n", - "%matplotlib inline\n", - "\n", - "# Set the default color cycle\n", - "mpl.rcParams['axes.color_cycle'] = plt.cm.cool(np.linspace(0,1,21))\n", - "font = {'family' : 'normal',\n", - " 'weight' : 'normal',\n", - " 'size' : 22}\n", - "\n", - "mpl.rc('font', **font)\n", - "\n", - "fig = plt.figure(figsize=(20,10)) \n", - "ax = fig.add_axes([0.1, 0.1, 0.6, 0.8])\n", - "ax.plot(aeroplane,label='aeroplane')\n", - "ax.hold(True)\n", - "ax.plot(bicycle,label='bicycle')\n", - "ax.plot(bird,label='bird')\n", - "ax.plot(boat,label='boat')\n", - "ax.plot(bottle,label='bottle')\n", - "ax.plot(bus,label='bus')\n", - "ax.plot(car,label='car')\n", - "ax.plot(cat,label='cat')\n", - "ax.plot(chair,label='chair')\n", - "ax.plot(cow,label='cow')\n", - "ax.plot(diningtable,label='diningtable')\n", - "ax.plot(dog,label='dog')\n", - "ax.plot(horse,label='horse')\n", - "ax.plot(motorbike,label='motorbike')\n", - "ax.plot(person,label='person')\n", - "ax.plot(pottedplant,label='pottedplant')\n", - "ax.plot(sheep,label='sheep')\n", - "ax.plot(sofa,label='sofa')\n", - "ax.plot(train,label='train')\n", - "ax.plot(tvmonitor,label='tvmonitor')\n", - "ax.plot(MeanAP,label='MeanAP',lw=5)\n", - "art = []\n", - "lgd = ax.legend(loc='upper center', bbox_to_anchor=(1.2,1),borderaxespad=0.)\n", - "art.append(lgd)\n", - "ax.set_title('Number of iterations vs model precision')\n", - "ax.set_xticklabels(['10k','20k','30k','40k','50k','60k','70k'],rotation=45)\n", - "x = [0,1, 2, 3, 4,5,6]\n", - "#ax.set_xticks(x, labels)\n", - "ax.set_xlabel('Iterations')\n", - "ax.set_ylabel('Precision (AP)')\n", - "ax.set_ylim([0, 1])\n", - "plt.savefig('iterations_precision_PASCAL_VOC.eps', format='eps', dpi=1000, additional_artists=art,\n", - " bbox_inches=\"tight\")\n", - "#plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} +# This script evaluates the performance of the same model trained with different iterations (snapshots during training) +# The result is a plot of the precision for each class for different numbers of iterations. + +import numpy as np +import matplotlib.pyplot as plt +import matplotlib.colors as colors +import matplotlib +from fast_rcnn.config import cfg +import os + +def make_figure(classes, iterations, performance_list): + print classes + print performance_list + print iterations + + n_classes = len(classes) + + font = {'family' : 'sans-serif', + 'weight' : 'normal', + 'size' : 22} + + print cfg.DATA_DIR + + matplotlib.rc('font', **font) + performance_array = np.transpose(np.array(performance_list)) + print performance_array + fig = plt.figure(figsize=(20,10),facecolor='white') + ax = plt.subplot(111) + n_precisions = performance_array.shape[0] + + colors = plt.cm.cool(np.linspace(0,1,n_classes)) + for c in range(n_precisions): + if c < n_precisions - 1: + class_name = classes[c+1] + else: + # last precision is the average precision (AP) + class_name = 'AP' + + print class_name + print type(performance_array) + print performance_array.shape + print c + performance_class = performance_array[c,:] + print performance_class + if c < n_precisions - 1: + ax.plot(performance_class,label=class_name,color=colors[c]) + else: + ax.plot(performance_class,label=class_name,lw=3,color=colors[c]) + plt.hold(True) + + # Shrink current axis by 70% + box = ax.get_position() + ax.set_position([box.x0, box.y0+box.height*0.1, box.width * 0.8, box.height*0.9]) + ax.legend(loc='upper center', bbox_to_anchor=(1.2,1),borderaxespad=0.) + ax.set_title('Number of iterations vs model precision') + labels = iterations + ax.set_xticks(range(len(iterations))) + ax.set_xticklabels(labels,rotation=45) + ax.set_xlabel('Iterations') + ax.set_ylabel('Precision (AP)') + ax.set_ylim([0, 1]) + image_output_path = os.path.join(cfg.DATA_DIR,'DRapc2016','testOutput','iterations_precision.eps') + plt.savefig(image_output_path, format='eps', dpi=1000, facecolor=fig.get_facecolor()) + plt.show()