Semisupervised heterogeneous ensemble for ship target discrimination in synthetic aperture radar images     

Yongxu Li  Xudong Lai  Mingwei Wang 《海洋学报(英文版)》2022,41(7):180-192

Ship detection using synthetic aperture radar (SAR) plays an important role in marine applications. The existing methods are capable of quickly obtaining many candidate targets, but numerous non-ship objects may be wrongly detected in complex backgrounds. These non-ship false alarms can be excluded by training discriminators, and the desired accuracy is obtained with enough verified samples. However, the reliable verification of targets in large-scene SAR images still inevitably requires manual interpretation, which is difficult and time consuming. To address this issue, a semisupervised heterogeneous ensemble ship target discrimination method based on a tri-training scheme is proposed to take advantage of the plentiful candidate targets. Specifically, various features commonly used in SAR image target discrimination are extracted, and several acknowledged classification models and their classic variants are investigated. Multiple discriminators are constructed by dividing these features into different groups and pairing them with each model. Then, the performance of all the discriminators is tested, and better discriminators are selected for implementing the semisupervised training process. These strategies enhance the diversity and reliability of the discriminators, and their heterogeneous ensemble makes more correct judgments on candidate targets, which facilitates further positive training. Experimental results demonstrate that the proposed method outperforms traditional tri-training.  相似文献   

基于最优路径的无人机影像辐射区域网平差     

彭万山  龚龑  任杰  周聪  于亚娇 《测绘通报》2023,(1):52-57+64

无人机遥感能够提供高时空分辨率的影像数据,拥有广泛的应用前景。辐射校正将传感器记录的数据转化为地表反射率,是无人机数据定量化应用的前提。然而无人机数据易受光照等因素的影响,导致影像间存在不同程度的辐射差异,为多张无人机影像的辐射校正带来困难。基于影像间重叠区域的信息,辐射区域网平差能够获得全局最优的辐射校正参数,降低影像间的辐射差异,因此在实现影像的辐射校正方面具有巨大潜力。但大量待求解未知参数降低了辐射校正模型的求解效率,特别是在数据量急剧增加时,该问题更为突出。基于影像重叠区辐射信息建立的最优路径很好地考虑了影像间的辐射转化关系,可有效控制误差累计,为减少辐射区域网平差中未知参数的数量提供了一种思路。因此,本文将最优路径与辐射区域网平差相结合,以降低待求解参数的数量,在保证辐射校正精度的同时提高辐射校正模型求解效率,进而提升辐射区域网平差在大数据集上的应用潜力。  相似文献   

舰船气泡尾流分布的BPBE表征方法研究          下载免费PDF全文

王桂军  闫雪飞  金良安  苑志江 《海洋工程》2014,32(1):99-105

基于气泡群平衡方程(BPBE),提出一种用于更系统表征舰船气泡尾流变化特征的数值模型。模型的创新处在于既能反映气体传质因素的影响,又考虑了尾流中实际存在的气泡聚并现象,且具有简单易行,运算效率高的特点。分析结果表明:聚并在近尾流区作用强烈,传质在远程尾流区作用明显;聚并对BND的分布变化影响不大,对气含量的发展变化则发挥着主要作用;尺寸为70~80 um的气泡BND最大,尺寸为200 um的气泡气含量最大。  相似文献   

船舶定线制在海图上的表示方法分析          下载免费PDF全文

王焕  李纪东  孔海英 《海洋测绘》2014,(2):56-59

详细介绍了船舶定线制的起源以及在国内的应用情况,结合实例分析船舶定线制的完整体系,提出自己的分类方法,重点探讨船舶定线制这种复杂要素在海图上的表示原则和方法,以及如何在航海通告中明确表述该要素。  相似文献   

Nonlinear optimization method of ship floating condition calculation in wave based on vector     

丁宁  余建星 《中国海洋工程》2014,28(4):471-478

Ship floating condition in regular waves is calculated. New equations controlling any ship＇s floating condition are proposed by use of the vector operation. This form is a nonlinear optimization problem which can be solved using the penalty function method with constant coefficients. And the solving process is accelerated by dichotomy. During the solving process, the ship＇s displacement and buoyant centre have been calculated by the integration of the ship surface according to the waterline. The ship surface is described using an accumulative chord length theory in order to determine the displacement, the buoyancy center and the waterline. The draught forming the waterline at each station can be found out by calculating the intersection of the ship surface and the wave surface. The results of an example indicate that this method is exact and efficient. It can calculate the ship floating condition in regular waves as well as simplify the calculation and improve the computational efficiency and the precision of results.  相似文献   

PixelGrid -UAV 模块在滩涂资源动态监测中的应用     

叶海全 《东北测绘》2014,(2):142-143,147

基于无人机的特点,快速准确获取滩涂海域航摄影像,利用PixelGrid-UAV模块影像快速处理系统,结合历史影像数据,实现了滩涂海域资源的动态监测。  相似文献   

基于SmartImage的低空影像快速拼接应用案例分析     

王润峰  赵英志  王洪斌 《测绘与空间地理信息》2014,(11)

通过对低空数字航空摄影系统中的航摄数据使用SmartImage 软件进行影像数据拼接案例的介绍和分析,叙述了影像拼接的具体作业流程及特点。从数据操作的快速性和简便性上详细分析了其在应急测绘中的应用,为更好地利用无人机航摄数据做好快速应急测绘保障提供了技术思路。  相似文献   

无人机红外传感器改制及数据获取研究     

何敏  刘智华 《测绘科学》2015,(9):48-52

针对云雾复杂气候条件下无人机可见光影像难以获取的问题,文章在分析了地质灾害应急遥感监测伴随的复杂气候条件的基础上,根据目前无人机传感器的构造原理,通过对各种红外滤片的分析和比较,研究基于红外滤片元器件的无人机传感器红外改制技术和红外影像数据增强方法,对航摄传感器进行红外改装。实验结果表明,无人机红外传感器在多云雾条件下能够获取高精度清晰影像,有效解决云雾条件下地质灾害应急数据获取难题,为地质灾害应急决策提供参考。  相似文献   

UASMaster在无人机低空航空摄影测量生产中的应用     

周小杰  乔新  胡振彪 《测绘与空间地理信息》2015,(11):117-119

介绍了UASMaster对低空无人机航摄影像的数据处理,并针对无人机应急保障的快拼影像制作和大比例尺测图数据生产的技术流程进行了探讨。  相似文献   

旋翼无人机盐城试验观测资料分析及其在一次浓雾天气观测中的应用     

王宏斌  吴泓  李永  徐家平  祖繁  张志薇 《气象》2020,46(1):89-97

2018年3月28—30日、6月20—26日和9月5—13日在江苏省盐城市射阳站开展了旋翼无人机大气边界层垂直结构观测试验,并与L波段雷达探空资料进行对比,验证无人机观测资料精度。结果表明无人机观测的温度、相对湿度、风向、风速廓线与探空观测资料具有较好的一致性。二者温度、相对湿度的相关系数均为0.98,温度绝对偏差为0.57℃,相对湿度绝对偏差为4.25%,风向相关系数为0.98,绝对偏差为11.5°,二者风速的相关系数为0.91,绝对偏差为1.88 m·s~(-1),且无人机探测的风速为对应高度上的瞬时风速,可以更好地反映出边界层内风速细节变化特征。试验期间,无人机观测到一次夏季浓雾过程边界层结构细致变化特征,其观测的雾的边界层结构特征和宏观特征与探空观测基本一致。验证结果表明无人机在边界层气象观测中具有很好的应用前景。  相似文献