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基于YOLACT的冰体环向裂纹尺寸识别方法

周利 蔡金延 丁仕风 刘仁伟 曾鼎瀚

中国舰船研究2023,Vol.18Issue(6):150-157,8.
中国舰船研究2023,Vol.18Issue(6):150-157,8.DOI:10.19693/j.issn.1673-3185.03024

基于YOLACT的冰体环向裂纹尺寸识别方法

Method of recognizing ice circumferential crack size based on YOLACT

周利 1蔡金延 2丁仕风 2刘仁伟 2曾鼎瀚2

作者信息

  • 1. 上海交通大学 船舶海洋与建筑工程学院,上海 200240
  • 2. 江苏科技大学 船舶与海洋工程学院,江苏 镇江 212100
  • 折叠

摘要

Abstract

[Objective]When using the circumference crack method to calculate the ice load,the size of the circumference crack is usually determined by an empirical formula,but this can introduce many uncertainties to the selection of input parameters.[Methods]To accurately determine the size of circumference cracks,we propose a method of recognizing ice circumference crack size based on YOLACT,which can identify ice in images taken with ships.We then detect the edge of the mask and obtain the shape of the ice cracks,and the ice breaking radius and angle can be estimated by fitting the cracks.[Results]The results show that the ac-curacy of the ice breaking radius and angle estimated by the proposed method can reach up to 96.12%and 96.58%respectively.[Conclusion]This method can accurately determine the size of circumference cracks and assist in the initial design of marine structures in cold regions.

关键词

环向裂纹尺寸/实例分割/海冰图像处理/圆弧拟合

Key words

circumference crack size/instance segmentation/sea ice image processing/arc fitting

分类

交通工程

引用本文复制引用

周利,蔡金延,丁仕风,刘仁伟,曾鼎瀚..基于YOLACT的冰体环向裂纹尺寸识别方法[J].中国舰船研究,2023,18(6):150-157,8.

基金项目

国家重点研发计划资助项目(2022YFE010700) (2022YFE010700)

国家自然科学基金面上项目资助(52171259) (52171259)

中国舰船研究

OA北大核心CSCDCSTPCD

1673-3185

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