In recent years, deep learning has been used in various applications including the classification of ship targets inland waterways for enhancing intelligent transport systems. Various researchers introduced different algorithms, but they still face problems low accuracy and misclassification other target objects. Hence, there is a need to do more research on solving above prevent collisions wat...