engleski

ANN IN COUNTING AND CLASSIFICATION OF VESSELS FOR TRAFFIC RESEARCH

Data on traffic and types of ships are important for many researches. Manual counting of ships is impractical. Therefore, automated systems should be used. Ships with AIS can be counted automatically, but many ships do not have AIS transponder installed. Ships outside AIS can only be counted automatically by some kind of video surveillance. In order to count and classify ships in the maritime zone of Port of Split, we used artificial neural network and long range high resolution Dahua camera. Since the Port of Split is mainly a passenger and commercial terminal, we classified the ships into nine classes: small craft, motorboat, pleasure boat, fishing boat, yacht, excursion boat, high speed craft, ferry and cruiser.

Yolo 4 ; maritime zone surveillance ; counting of no-AIS vessels ; classification of maritime vessels

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