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
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)