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Abstract An unmanned surface vehicle (USV) requires the ability to detect adjacent objects and correctly classify them into ships and non-ships. In this study, one of the state-of-the-art neural network based object detection algorithms is applied to detect ships from the images and videos taken on the sea. Firstly, the universally pre-trained “reference model,” which is to detect and classify objects into a range of 20 general classes such as person, dog, cat, table, car, or boat, is prepared and tested. Secondly, the “proposed model” is trained using a public maritime dataset so that it can detect all types of floating objects and classify them into ten specific classes, e.g., ship, speedboat, buoy, etc. The proposed model outperforms the reference model in detecting maritime objects. It also shows real-time speed about 30 frames per second.
Publication Date 2018-06-13

Sung-Jun Lee, Myung-Il Roh, Hye-Won Lee, Jisang Ha, Il-Guk Woo, "Image-based Ship Detection and Classification for Unmanned Surface Vehicle Using Real-Time Object Detection Neural Networks", Proceedings of ISOPE 2018, Sapporo, Japan, pp. 726-730, 2018.06.10-15


List of Articles
번호 분류 제목 Publication Date
315 International Conference Seung-Ho Ham, Myung-Il Roh, Hye-Won Lee, "Collision Detection and Response between an LPG Tank and a Hull Structure Using Non-Interpenetration Constraints", Proceedings of the 9th ACMD 2018, Xian, China, 2018.08.19-23 file 2018-08-20
314 Conference Chairman 설계/건조, 2018년도 한국해양공학회 춘계학술발표회, 제주, 2018.05.24-25 2018-05-25
313 Conference Chairman 설계 및 법규 (A1, A3), 2018년도 대한조선학회 춘계학술발표회, 제주, 2018.05.24-25 2018-05-24
312 International Conference Ki-Su Kim, Myung-Il Roh, Seung-Min Lee, "Flooding Analysis Based on PBD (Position Based Dynamics) for Ships and Offshore Structures", Proceedings of ISOPE 2018, Sapporo, Japan, pp. 955-957, 2018.06.10-15 file 2018-06-14
» International Conference Sung-Jun Lee, Myung-Il Roh, Hye-Won Lee, Jisang Ha, Il-Guk Woo, "Image-based Ship Detection and Classification for Unmanned Surface Vehicle Using Real-Time Object Detection Neural Networks", Proceedings of ISOPE 2018, Sapporo, Japan, 2018.06.10-15 file 2018-06-13
310 International Conference Sung-Woo Park, Myung-Il Roh, Min-Jae Oh, Seong-Hoon Kim, Won-Joon Lee, In-Il Kim, Chang-Yong Kim, "Estimation Model of Energy Efficiency Operational Indicator Using Public Data Based on Big Data Technology", Proceedings of ISOPE 2018, Sapporo, Japan file 2018-06-14
309 Domestic Conference 이주필, 노명일, 이혜원, 함승호, "와이어 래핑 방법을 사용한 침몰 선박의 인양 시뮬레이션", 2018년도 대한조선학회 춘계학술발표회, 제주, pp. 512, 2018.05.24-25 file 2018-05-24
308 International Conference Seung-Ho Ham, Myung-Il Roh, Hye-Won Lee, "Lifting Design for Ships and Offshore Structures Using Non-interpenetration Constraints and Flexible Multibody System Dynamics", Proceedings of ISOPE 2018, Sapporo, Japan, pp. 910-913, 2018.06.10-15 file 2018-06-11
307 International Conference Seung-Ho Ham, Myung-Il Roh, "Simulation-Based Design for Load-Out, Transportation, and Installation of Offshore Topside Modules Based on Flexible Multibody and Collision Dynamics", OTC Asia 2018, Kuala Lumpur, Malaysia, 2018.3.20-23 file 2018-03-22
306 Domestic Conference 하지상, 노명일, 조로만, 은종호, 박종진, 이동연, "AIS 데이터를 이용한 해상 충돌 위험도 평가 방법 및 회피 대응 알고리즘 연구", 2018년도 대한조선학회 춘계학술발표회, 제주, pp. 261, 2018.05.24-25 file 2018-05-24
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