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====================
TRAIN
Loading train datasets
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00000
n datasets: 210
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00001
n datasets: 2220
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00002
n datasets: 2250
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00003
n datasets: 1410
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00004
n datasets: 1980
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00005
n datasets: 1860
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00006
n datasets: 420
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00007
n datasets: 1440
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00008
n datasets: 1410
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00009
n datasets: 1470
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00010
n datasets: 2010
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00011
n datasets: 1320
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00012
n datasets: 2100
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00013
n datasets: 2160
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00014
n datasets: 780
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00015
n datasets: 630
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00016
n datasets: 420
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00017
n datasets: 1110
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00018
n datasets: 1200
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00019
n datasets: 210
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00020
n datasets: 360
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00021
n datasets: 330
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00022
n datasets: 390
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00023
n datasets: 510
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00024
n datasets: 270
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00025
n datasets: 1500
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00026
n datasets: 600
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00027
n datasets: 240
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00028
n datasets: 540
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00029
n datasets: 270
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00030
n datasets: 450
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00031
n datasets: 780
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00032
n datasets: 240
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00033
n datasets: 689
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00034
n datasets: 420
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00035
n datasets: 1200
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00036
n datasets: 390
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00037
n datasets: 210
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00038
n datasets: 2070
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00039
n datasets: 300
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D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00040
n datasets: 360
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00041
n datasets: 240
Processing...
D:\workspace\TrafficSignRecognitionAndDetection\Dataset\Train\GTSRB_Final_Training_Images\Final_Training\Images\00042
n datasets: 240
Processing...
Time: 245.982705s
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HOG calculating
Processing...
Time: 7.055393s
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Training
Processing...
Time: 16.897027s
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SVM visualize
Processing...
Time: 267.378772s
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Time: 537.358014s
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====================
TEST
Loading test datasets
n datasets: 12630
Processing...
Time: 64.582706s
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HOG calculating
Processing...
Time: 2.138914s
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Loading model
Time: 0.380103s
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Testing
Processing...
Time: 4.980236s
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Evaluating
Percentage Accuracy: 91.25 %
Confusion matrix
Time: 2.793446s
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Time: 74.884452s
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[Finished in 614.1s]