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Advice tracking pedestrians

Hello, I have to write a program to track pedestrians, I thought about :

Using HOG to detect pedestrians in a given frame Associate detected pedestrians from two consecutive frames by euclidean distance. Kalman filter to smooth the trajectory for when hog doesn't work.

Is there an advice you could give me or is this a right approach ?

Thanks