1. 江南大学 人工智能与计算机学院, 江苏 无锡 214122
2. 江南大学 江苏省媒体设计与软件技术重点实验室, 江苏 无锡 214122
* 邮箱: xiezp@jiangnan.edu.cn
收稿:2022-05-13,
网络出版:2024-02-06,
纸质出版:2024-01-30
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杨迪, 周颖, 谢振平. 基于战场环境孪生的迷彩伪装动态效果评估方法[J]. 兵工学报, 2024,45(1):349-362.
Di YANG, Ying ZHOU, Zhenping XIE. Evaluation Method for Dynamic Effect of Camouflage Based on Battlefield Environment Twinning[J]. Acta Armamentarii, 2024, 45(1): 349-362.
杨迪, 周颖, 谢振平. 基于战场环境孪生的迷彩伪装动态效果评估方法[J]. 兵工学报, 2024,45(1):349-362. DOI: 10.12382/bgxb.2022.0378.
Di YANG, Ying ZHOU, Zhenping XIE. Evaluation Method for Dynamic Effect of Camouflage Based on Battlefield Environment Twinning[J]. Acta Armamentarii, 2024, 45(1): 349-362. DOI: 10.12382/bgxb.2022.0378.
现有的迷彩伪装效果评估方法主要针对静态的单幅目标图像
不能真实地响应军事侦察中的动态多视角特性
相应的评估结果也缺乏全面性。为此提出一种基于战场环境孪生的迷彩伪装动态效果评估新方法。新方法以构建三维战场环境数字孪生模型为基础
借助三维仿真计算技术获取战场环境中迷彩伪装目标的动态多视角效果图
采用语义分割模型和目标跟踪模型识别分析场景中的迷彩运动目标;构建新的迷彩伪装评价指标体系及多侦察视角的多属性综合评估模型
实现不同迷彩方案在给定孪生战场环境中的伪装动态效果评价。以仿真军用卡车模型为实验对象
使用Unity 3D建模真实战场环境
以两种对比性迷彩伪装设计方案为例进行评估分析
实验结果表明新方法的合理性和实用性。
The existing evaluation methods for camouflage effectare mainly based on static single target images
which cannot truly respond to the dynamic multi-view characteristics in military reconnaissance
and the corresponding evaluated results are lack of comprehensiveness. A new evaluationmethod fordynamic effect of camouflage based on battlefield environment twinning is proposed. In the new method
a digital twin model of 3D battlefield environment is established
the dynamic multi-view effect map of camouflage targets in the battlefield environment is acquired with the help of 3D simulation and computing technology
the camouflage motion targets in the scene are identified and analyzedby using semantic segmentation and target tracking model
and a new camouflage evaluation index system and a multi-attribute comprehensive evaluation model with multiple reconnaissance views are constructed
finally realizing the dynamic multi-view effect evaluation of different camouflage schemes. The experiments were conducted with simulated military truck model as the experimental object
Unity 3D was used to model the real battlefield environment
and two contrasting camouflage design schemes were evaluated and analyzed. The experimental results show the reasonableness and practicality of the new method.
颜云辉 , 王展 , 董德威 . 军事伪装技术的发展现状与趋势 [J ] . 中国机械工程 , 2012 , 23 ( 17 ): 2136 - 2141 . 介绍了伪装技术的含义,指出伪装技术在现代战争中的重要性。详细说明了现阶段应用于军事伪装领域的几种伪装技术的原理及其应用,其中包括遮障技术、示假技术和迷彩伪装技术,展示了当今世界军事伪装技术的发展现状。分析了军事伪装技术的发展趋势,指出伪装技术正向着多波段、多元化、智能化的方向发展;随着更多学科理论的应用,伪装技术会融入更多的新方法和新思路。
YAN Y H , WANG Z , DONG D W . The development status and trend of military camouflage technology [J ] . China Mechanical Engineering , 2012 , 23 ( 17 ): 2136 - 2141 . (in Chinese)
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王展 , 颜云辉 , 焦学勇 . 基于灰色理论的迷彩伪装多指标综合评价 [J ] . 兵工学报 , 2013 , 34 ( 10 ): 1250 - 1257 . DOI: 10. 3969/ j. issn. 1000-1093. 2013. 10. 009 http://doi.org/10. 3969/ j. issn. 1000-1093. 2013. 10. 009 为了解决现有迷彩伪装评价方法评价指标单一,评价结果缺乏客观性的问题,提出了一 种具有多项伪装评估指标并基于灰色聚类理论的综合评价方法。该方法根据评价的目的和对象综 合选取了亮度对比、颜色特征、纹理特征、边缘形状和斑点尺寸这5 项评价参数作为评价体系的指 标;运用熵权法来确定各指标值的影响权值;利用灰色聚类决策评估算法对不同的迷彩伪装效果进 行综合评估。通过在同一个背景下对不同迷彩设计方案进行的评估实验,其结果证明该方法对伪 装效果的评估是合理有效的,并且可以作为一种客观、可靠的综合伪装评价技术。
WANG Z , YAN Y H , JIAO X Y . Multi-index comprehensive evaluation of camouflage based on grey theory [J ] . Acta Armamentarii , 2013 , 34 ( 10 ): 1250 - 1257 . (in Chinese) DOI: 10. 3969/ j. issn. 1000-1093. 2013. 10. 009 http://doi.org/10. 3969/ j. issn. 1000-1093. 2013. 10. 009 In order to solve the problems of that the camouflage evaluation index is too single and the evaluated results is lack of objectivity, a new comprehensive evaluation method which uses many camouflage evaluation indexes and is based on gray clustering theory is presented. At first, according to the purpose and object of evaluation, this method selects brightness contrast, color features, texture features, edge shape and spot size as the indexes of evaluation system;Secondly, the entropy method is presented in order to solve the weight of each index under the same background; At last, the camouflage effect is comprehensively evaluated by use of grey clustering decision evaluation algorithm. The different camouflage design schemes are experimentally evaluated in the same background. The result shows that the method is an objective and reliable comprehensive camouflage evaluation technology.
杨骏堂 , 许卫东 , 曲杨 , 等 . 一种改进的Surendra运动目标伪装效果检测方法 [J ] . 兵工学报 , 2017 , 38 ( 1 ): 190 - 194 . DOI: 10.3969/j.issn.1000-1093.2017.01.025 http://doi.org/10.3969/j.issn.1000-1093.2017.01.025 现有的伪装检测主要是针对静态目标,并不能客观反映机动装备在作战行动中伪装的有效性。综合运动目标检测技术,结合伪装学原理,以军用卡车模型作为研究对象,基于Surendra背景更新建模算法并结合Lab三通道,提出一种机动装备迷彩伪装效果检测方法。根据所建立的实验系统,计算序列图中军用卡车伪装前后的形状特征参数集合之间的欧氏距离,得到实验序列图像的欧氏距离平均值为189.45,说明实验系统中伪装前后运动目标的形状特征参数之间极不相似,即经过伪装后的目标更具有一定的动态变形伪装特性。借助性能评价模块得出伪装前后目标图像相关系数范围为0.003 5~0.127 5,证明了该检测方法的科学性和可靠性;根据检测运动目标的算法原理,可知伪装后的运动目标图像与其中心背景之间更具有一定的融合性。
YANG J T , XU W D , QU Y , et al . An improved detection method for camouflage effect of surendra moving target [J ] . Acta Armamentarii , 2017 , 38 ( 1 ): 190 - 194 . (in Chinese)
杨鑫 , 许卫东 , 贾其 . 一种基于特征统计的动态伪装效果评估方法 [J ] . 兵工学报 , 2019 , 40 ( 8 ): 1693 - 1699 . DOI: 10.3969/j.issn.1000-1093.2019.08.019 http://doi.org/10.3969/j.issn.1000-1093.2019.08.019 现有的伪装效果评估主要针对静止的单幅图像,不能很好地模拟侦察人员对目标的判读过程。结合Mean shift目标跟踪技术,提出一种基于特征统计的动态伪装效果评估方法。该方法通过统计目标与背景8联通域的相关性特征数据,建立归一化联合高斯分布,利用概率密度的分布范围评估目标伪装效果。计算联合分布的概率密度时,提出对数放大概率,解决了高维联合分布概率密度数值敏感度低、不便于阈值设定的问题。引入样本更新策略,使样本库按照一定的概率随机更新,从而较好地适应了由于季节交替等因素引起的背景大范围变化。实验过程分别对某一指挥车实施1级伪装、2级伪装和3级伪装。采集数据后计算其对数放大概率并对曲线作出统计,结果表明:实际中划分的3种伪装状态与依据3σ准则预先设定的3种伪装状态完全对应;该模型能够有效反映出目标的伪装效果。
YANG X , XU W D , JIA Q . A dynamic camouflage effect assessment method based on feature statistics [J ] . Acta Armamentarii , 2019 , 40 ( 8 ): 1693 - 1699 . (in Chinese) DOI: 10.3969/j.issn.1000-1093.2019.08.019 http://doi.org/10.3969/j.issn.1000-1093.2019.08.019 The existing camouflage effect evaluation is mainly for a single still image, which can not simulate the process of the reconnaissance personnel's interpretation of a target. A feature statistics-based dynamic camouflage effect evaluation method is proposed based on mean shift target tracking algorithm. The proposed method is to establish a normalized joint Gaussian distribution by using the data of correlation features between the target and the background of eight-way domain, and use the distribution range of probability density to evaluate the camouflage effect of target. A logarithmic amplification probability is proposed for calculating the probability density of joint distribution, which solves the problem that the high-dimensional joint distribution probability density has low numerical sensitivity and is inconvenient to set a threshold. At the same time, a sample update strategy is introduced to make the sample library update randomly according to a certain probability, so as to better adapt to the change in large-scale background caused by the turn of seasons and other factors. In the experimental process, the first-level, second-level and third-level camouflages are applied to a certain command vehicle. After collecting the data, the logarithmic amplification probability is calculated, and the statistics on the curves is made. The results show that 3 camouflages divided in reality completely correspond to the first-level,second-level and third-level camouflages pre-set by the 3σ criterion. The experimental results show that the model can effectively reflect the camouflage effect of target. Key
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张勇 , 吴文健 , 刘志明 . 仿生迷彩伪装设计 [J ] . 计算机工程 , 2009 , 35 ( 6 ): 35 - 37 ,40. DOI: 10.3969/j.issn.1000-3428.2009.06.012 http://doi.org/10.3969/j.issn.1000-3428.2009.06.012 针对迷彩伪装难题,提出仿生迷彩概念,将生物特征信息融入传统迷彩设计准则,介绍背景图片的斑块化和仿生结构元素的创建过程。在阐述其生成方法机理的基础上设计4种仿生迷彩图案,并通过边缘检测和识别跟踪算法对其进行静态和动态伪装效果评估。实验结果表明,仿生迷彩具备较好的伪装效果,可用于军事目标(静态或动态)的伪装设计。
ZHANG Y , WU W J , LIU Z M . Bionic camouflage camouflage design [J ] . Computer Engineering , 2009 , 35 ( 6 ): 35 - 37 ,40. (in Chinese) DOI: 10.3969/j.issn.1000-3428.2009.06.012 http://doi.org/10.3969/j.issn.1000-3428.2009.06.012 Camouflage pattern development gradually departs from its bionics origin, so a series of unsolvable problems appear. This paper proposes the concept of bionic camouflage pattern. It introduces the camouflage pattern design technique blended with biologic character, and lays a strong emphasis on the clustering of background picture and the creation of bionic structuring element. Four typical bionic camouflage patterns are designed. Then camouflage effectiveness of bionic camouflage pattern is tested through edge detection and correlation tracking. The research result indicates that the camouflage effect of bionic camouflage pattern is good enough for military target camouflage, whether static or dynamic. <BR>
武国晶 , 吕绪良 , 许卫东 , 等 . 数码迷彩立体动态成像算法研究 [J ] . 兵工学报 , 2016 , 37 ( 1 ): 103 - 108 . DOI: 10.3969/j.issn.1000-1093.2016.01.016 http://doi.org/10.3969/j.issn.1000-1093.2016.01.016 现有数码迷彩图案的平面性和固定不变性使之难以对抗未来高技术的侦察监测,针对这个问题,提出了一种基于柱透镜光栅的数码迷彩立体动态成像算法。该算法充分考虑人双目立体成像的生理特征和柱透镜光栅分光分像的光学特性,阐述数码迷彩立体动态化的可行性。在此基础上,推导出迷彩立体动态成像的视差设计原理并根据背景深度信息将数码迷彩图像分为多幅迷彩深度序列图。利用梳状函数对迷彩深度序列图进行采样合成,最终生成一幅光栅图像,用来裱贴于光栅板后即可实现立体动态数码迷彩。对该算法有效性进行了仿真实验并加以分析。
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