Mercurial Hosting > traffic-intelligence
annotate scripts/classify-objects.py @ 816:0b03218cd008
merged
author | Nicolas Saunier <nicolas.saunier@polymtl.ca> |
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date | Sat, 18 Jun 2016 14:26:50 -0400 |
parents | 21f10332c72b |
children | b9ec0cc2677d |
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1 #! /usr/bin/env python |
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2 |
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3 import cvutils, moving, ml, storage |
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4 |
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5 import numpy as np |
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6 import sys, argparse |
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7 #from cv2.ml import SVM_RBF, SVM_C_SVC |
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8 import cv2 |
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9 from scipy.stats import norm, lognorm |
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10 |
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11 # TODO add mode detection live, add choice of kernel and svm type (to be saved in future classifier format) |
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12 |
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13 parser = argparse.ArgumentParser(description='The program processes indicators for all pairs of road users in the scene') |
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14 parser.add_argument('--cfg', dest = 'configFilename', help = 'name of the configuration file', required = True) |
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15 parser.add_argument('-d', dest = 'databaseFilename', help = 'name of the Sqlite database file (overrides the configuration file)') |
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16 parser.add_argument('-i', dest = 'videoFilename', help = 'name of the video file (overrides the configuration file)') |
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17 parser.add_argument('-n', dest = 'nObjects', help = 'number of objects to classify', type = int, default = None) |
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18 parser.add_argument('--plot-speed-distributions', dest = 'plotSpeedDistribution', help = 'simply plots the distributions used for each user type', action = 'store_true') |
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19 parser.add_argument('--max-speed-distribution-plot', dest = 'maxSpeedDistributionPlot', help = 'if plotting the user distributions, the maximum speed to display', type = float, default = 50.) |
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20 |
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21 args = parser.parse_args() |
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22 params = storage.ProcessParameters(args.configFilename) |
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23 classifierParams = storage.ClassifierParameters(params.classifierFilename) |
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24 |
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25 if args.videoFilename is not None: |
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26 videoFilename = args.videoFilename |
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27 else: |
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28 videoFilename = params.videoFilename |
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29 if args.databaseFilename is not None: |
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30 databaseFilename = args.databaseFilename |
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31 else: |
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32 databaseFilename = params.databaseFilename |
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33 |
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34 classifierParams.convertToFrames(params.videoFrameRate, 3.6) # conversion from km/h to m/s |
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35 if params.homography is not None: |
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36 invHomography = np.linalg.inv(params.homography) |
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37 else: |
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38 invHomography = None |
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39 |
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40 if classifierParams.speedAggregationMethod == 'median': |
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41 speedAggregationFunc = np.median |
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42 elif classifierParams.speedAggregationMethod == 'mean': |
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43 speedAggregationFunc = np.mean |
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44 elif classifierParams.speedAggregationMethod == 'quantile': |
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45 speedAggregationFunc = lambda speeds: np.percentile(speeds, args.speedAggregationQuantile) |
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46 else: |
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47 print('Unknown speed aggregation method: {}. Exiting'.format(classifierParams.speedAggregationMethod)) |
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48 sys.exit() |
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49 |
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50 pedBikeCarSVM = ml.SVM() |
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51 pedBikeCarSVM.load(classifierParams.pedBikeCarSVMFilename) |
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52 bikeCarSVM = ml.SVM() |
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53 bikeCarSVM.load(classifierParams.bikeCarSVMFilename) |
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54 |
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55 # log logistic for ped and bik otherwise ((pedBeta/pedAlfa)*((sMean/pedAlfa)**(pedBeta-1)))/((1+(sMean/pedAlfa)**pedBeta)**2.) |
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56 speedProbabilities = {'car': lambda s: norm(classifierParams.meanVehicleSpeed, classifierParams.stdVehicleSpeed).pdf(s), |
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57 'pedestrian': lambda s: norm(classifierParams.meanPedestrianSpeed, classifierParams.stdPedestrianSpeed).pdf(s), |
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58 'bicycle': lambda s: lognorm(classifierParams.scaleCyclistSpeed, loc = 0., scale = np.exp(classifierParams.locationCyclistSpeed)).pdf(s)} # numpy lognorm shape, loc, scale: shape for numpy is scale (std of the normal) and scale for numpy is location (mean of the normal) |
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59 |
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60 if args.plotSpeedDistribution: |
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61 import matplotlib.pyplot as plt |
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62 plt.figure() |
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64 plt.plot(np.arange(0.1, args.maxSpeedDistributionPlot, 0.1), [speedProbabilities[k](s/3.6/25) for s in np.arange(0.1, args.maxSpeedDistributionPlot, 0.1)], label = k) |
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65 plt.xlabel('Speed (km/h)') |
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66 plt.ylabel('Probability') |
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67 plt.legend() |
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68 plt.title('Probability Density Function') |
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69 plt.show() |
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70 sys.exit() |
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72 objects = storage.loadTrajectoriesFromSqlite(databaseFilename, 'object', args.nObjects, withFeatures = True) |
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73 #features = storage.loadTrajectoriesFromSqlite(databaseFilename, 'feature') |
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74 intervals = [] |
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75 for obj in objects: |
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76 #obj.setFeatures(features) |
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77 intervals.append(obj.getTimeInterval()) |
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78 timeInterval = moving.TimeInterval.unionIntervals(intervals) |
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79 |
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80 capture = cv2.VideoCapture(videoFilename) |
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81 width = int(capture.get(cv2.cv.CV_CAP_PROP_FRAME_WIDTH)) |
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82 height = int(capture.get(cv2.cv.CV_CAP_PROP_FRAME_HEIGHT)) |
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83 |
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84 pastObjects = [] |
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85 if params.undistort: # setup undistortion |
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86 [map1, map2] = cvutils.computeUndistortMaps(width, height, params.undistortedImageMultiplication, params.intrinsicCameraMatrix, params.distortionCoefficients) |
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87 if capture.isOpened(): |
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88 ret = True |
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89 frameNum = timeInterval.first |
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90 capture.set(cv2.cv.CV_CAP_PROP_POS_FRAMES, frameNum) |
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91 lastFrameNum = timeInterval.last |
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92 |
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93 while ret and frameNum <= lastFrameNum: |
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94 ret, img = capture.read() |
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95 if ret: |
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96 if frameNum%50 == 0: |
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97 print('frame number: {}'.format(frameNum)) |
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98 if params.undistort: |
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99 img = cv2.remap(img, map1, map2, interpolation=cv2.INTER_LINEAR) |
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100 currentObjects = [] |
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101 for obj in objects: |
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102 inter = obj.getTimeInterval() |
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103 if inter.contains(frameNum): |
21f10332c72b
moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
807
diff
changeset
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104 if inter.first == frameNum: |
21f10332c72b
moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
807
diff
changeset
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105 obj.initClassifyUserTypeHoGSVM(speedAggregationFunc, pedBikeCarSVM, bikeCarSVM, classifierParams.maxPedestrianSpeed, classifierParams.maxCyclistSpeed, classifierParams.nFramesIgnoreAtEnds) |
21f10332c72b
moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
807
diff
changeset
|
106 currentObjects.append(obj) |
21f10332c72b
moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
807
diff
changeset
|
107 elif inter.last == frameNum: |
21f10332c72b
moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
807
diff
changeset
|
108 obj.classifyUserTypeHoGSVM(minSpeedEquiprobable = classifierParams.minSpeedEquiprobable, speedProbabilities = speedProbabilities) |
684
6d2ece4aed7c
bug forgot to svae objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
683
diff
changeset
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109 pastObjects.append(obj) |
683
f3a0b652b590
added function to display the speed distributions and optimize a little going through objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
682
diff
changeset
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110 else: |
812
21f10332c72b
moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
807
diff
changeset
|
111 obj.classifyUserTypeHoGSVMAtInstant(img, frameNum, invHomography, width, height, classifierParams.percentIncreaseCrop, classifierParams.percentIncreaseCrop, classifierParams.minNPixels, classifierParams.hogRescaleSize, classifierParams.hogNOrientations, classifierParams.hogNPixelsPerCell, classifierParams.hogNCellsPerBlock) |
683
f3a0b652b590
added function to display the speed distributions and optimize a little going through objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
682
diff
changeset
|
112 currentObjects.append(obj) |
812
21f10332c72b
moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
807
diff
changeset
|
113 objects = currentObjects |
680
da1352b89d02
classification is working
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
536
diff
changeset
|
114 frameNum += 1 |
da1352b89d02
classification is working
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
536
diff
changeset
|
115 |
da1352b89d02
classification is working
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
536
diff
changeset
|
116 for obj in objects: |
812
21f10332c72b
moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
807
diff
changeset
|
117 obj.classifyUserTypeHoGSVM(minSpeedEquiprobable = classifierParams.minSpeedEquiprobable, speedProbabilities = speedProbabilities) |
684
6d2ece4aed7c
bug forgot to svae objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
683
diff
changeset
|
118 pastObjects.append(obj) |
6d2ece4aed7c
bug forgot to svae objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
683
diff
changeset
|
119 print('Saving user types') |
686
cdee6a3a47b4
allowing alternate database and filename for classify-objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents:
685
diff
changeset
|
120 storage.setRoadUserTypes(databaseFilename, pastObjects) |