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Self-driving car algorithms development including lane detection and traffic sign recognition.

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Practical Autonomous projects in Python


Lane detection

Capture

traffic sign recognition

I. load the complete dataset with labels

II. transform the size of the image into 32x32

III. build the Convolutional Neural Netwrok

IV. train the model

V. testing with the image found on the websites

Sample image

Image in size of 32x32 (RGB)

Capture1

Image in size of 32x32 (HSV)

Capture2

Sample output

label # labelname softmax Prob
14 Stop 0.998944
33 Turn right ahead 0.000532
29 Bicycles crossing 0.000311
34 Turn left ahead 0.000118
36 Go straight or right 0.000095

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