Multi-class geospatial object detection and geographic image classification based on collection of part detectors     

《ISPRS Journal of Photogrammetry and Remote Sensing》2014

The rapid development of remote sensing technology has facilitated us the acquisition of remote sensing images with higher and higher spatial resolution, but how to automatically understand the image contents is still a big challenge. In this paper, we develop a practical and rotation-invariant framework for multi-class geospatial object detection and geographic image classification based on collection of part detectors (COPD). The COPD is composed of a set of representative and discriminative part detectors, where each part detector is a linear support vector machine (SVM) classifier used for the detection of objects or recurring spatial patterns within a certain range of orientation. Specifically, when performing multi-class geospatial object detection, we learn a set of seed-based part detectors where each part detector corresponds to a particular viewpoint of an object class, so the collection of them provides a solution for rotation-invariant detection of multi-class objects. When performing geographic image classification, we utilize a large number of pre-trained part detectors to discovery distinctive visual parts from images and use them as attributes to represent the images. Comprehensive evaluations on two remote sensing image databases and comparisons with some state-of-the-art approaches demonstrate the effectiveness and superiority of the developed framework.  相似文献   

Spatiotemporal Dynamics of a Páramo Ecosystem in the Northern Ecuadorian Andes 1988-2007     

Oliver WIGMORE  Jay GAO 《山地科学学报》2014,11(3):708-716

Páramo is a term used to describe tropical alpine vegetation between the continuous timberline and the snow line in the Northern Andes. Páramo environments provide important species habitat and ecosystem services. Changes in spatial extent of the páramo ecosystem at Pambamarca in the Central Cordillera of the northern Ecuadorian Andes were analysed using multi-temporal Landsat TM/ETM+ satellite data. The region suffered a loss of 1826.6 ha or 20% of the total area at a rate of 100 ha/annum during 1988-2007 period. It is found that permanent páramo cover decreased from 8350 ha in 1988 to 5864 ha in 2007 at a fairly constant rate(R2=0.94). This loss is attributed to expansion of commercial agriculture and floriculture in the valleys coupled with increased population pressure. Land at higher elevations has been cleared for small scale agriculture. Loss of the páramo ecosystem will exert a number of negative impacts on ecosystem services and livelihoods of the local population at Pambamarca.  相似文献   

准全球陆表干旱严重程度的多传感器遥感监测方法研究     

陈洪萍  贾根锁  冯锦明  董燕生  张安治 《大气科学》2014,38(5):939-949

在全球气候变暖的背景下,持续的干旱事件将对生态系统和人类社会产生不利影响。尽管存在多源卫星遥感资料及多种干旱指数,然而区域和全球尺度干旱事件的监测仍具有挑战。采用TRMM（Tropical RainfallMeasuring Mission）数据量化降水异常、MODIS（Moderate Resolution Imaging Spectroradiometer）归一化植被指数（Normalized Difference Vegetation Index,NDVI）和陆表温度（Land Surface Temperature,LST）数据表征植被生长异常,构建了一种兼顾降水异常和植被生长状况异常的多传感器陆表干旱严重程度指数（Multi-sensorsDrought Severity Index,MDSI）。结果表明:MDSI 能够准确检测准全球范围（50°S～50°N,0°～180°～0°）的气象干旱事件,如亚马逊流域2005 和2010 年干旱、中国川渝地区2006 年干旱、中国云南2010 年干旱、非洲东部2011 年干旱、2012 年美国中部干旱等;MDSI 与PDSI（Palmer Drought Severity Index）呈现出大致相同的干湿空间格局,并且MDSI 有助于湿润地区干旱程度的检测。  相似文献   

Classifying and mapping the urban transition in Vietnam     

《Applied geography (Sevenoaks, England)》2014

The urban transition almost always involves wrenching social adjustment as small agricultural communities are forced to adjust rapidly to industrial ways of life. Large-scale in-migration of young people, usually from poor regions, creates enormous demand and expectations for community and social services. One immediate problem planners face in approaching this challenge is how to define, differentiate, and map what is rural, urban, and transitional (i.e., peri-urban). This project established an urban classification for Vietnam by using national census and remote sensing data to identify and map the smallest administrative units for which data are collected as rural, peri-urban, urban, or urban core. We used both natural and human factors in the quantitative model: income from agriculture, land under agriculture and forests, houses with modern sanitation, and the Normalized Difference Vegetation Index. Model results suggest that in 2006, 71% of Vietnam's 10,891 communes were rural, 18% peri-urban, 3% urban, and 4% urban core. Of the communes our model classified as peri-urban, 61% were classified by the Vietnamese government as rural. More than 7% of Vietnam's land area can be classified as peri-urban and approximately 13% of its population (more than 11 million people) lives in peri-urban areas. We identified and mapped three types of peri-urban places: communes in the periphery of large towns and cities; communes along highways; and communes associated with provincial administration or home to industrial, energy, or natural resources projects (e.g., mining). We validated this classification based on ground observations, analyses of multi-temporal night-time lights data, and an examination of road networks. The model provides a method for rapidly assessing the rural–urban nature of places to assist planners in identifying rural areas undergoing rapid change with accompanying needs for investments in building, sanitation, road infrastructure, and government institutions.  相似文献   

卫星热红外遥感技术在火山区地热探测中的应用——以内蒙古锡林郭勒火山区为例   总被引：1，自引：0，他引：1       下载免费PDF全文

彭芬  黄少鹏  时庆金  程玉祥  荆勇河 《地质科学》2014,(3):899-914

能源的全球性短缺以及全球环境问题的日益加剧,使得绿色新能源的研究与开发成为当今世界许多国家的一项重要任务。地热资源作为其中一员其重要性日益凸显。在地热资源的勘查中,传统的地质和地球物理勘探投入高、难度大,而遥感技术具有经济、高效、覆盖范围广等优势,已逐渐成为地热资源探测与调查的一种新技术手段。地热能开发的首选地区往往是新生代火山活动区,因其在相对较小的深度内就能获得很高的温度。本文综述了国内外利用遥感技术探测火山地热的发展历史和研究现状,介绍了这项技术在美国黄石公园、日本阿苏火山以及我国长白山火山和腾冲火山的应用。同时选取内蒙古锡林郭勒盟新生代火山活动构造区作为实例,利用美国NASA陆地卫星Landsat-7 ETM+第6波段的红外遥感数据反演了研究区的地表温度,结合ETM+7-4-1波段组合影像的地质构造解译结果以及其它相关资料对研究区地表温度分布进行了分析。结果表明,区内红外遥感地表温度异常区多位于北东东与北西向构造的交汇处或与环形构造密切相关。本文圈定了7个地表温度异常区作为这一地区下一步地热资源勘查的远景区。  相似文献   

Remote sensing-based analysis of the planform changes in the Upper Amazon River over the period 1986–2006     

《Journal of South American Earth Sciences》2014

An analysis of the planform changes of the Colombian reach of the Amazon River was carried out over a period of 19.9 years. Remote sensing image processing techniques were applied to Landsat images acquired in 1986, 1994, 2001 and, 2006. These images were selected based on minimal daily water level variations, while providing the widest temporal span. Plan view river changes and geomorphologic characteristics were examined to identify which channel pattern classification best represents this large tropical river system. Discharge was also analyzed to determine whether changes in the river's plan view are a direct response to variations in discharge. The system had a depositional tendency between 1986 and 2006, with a period where erosion was more intense than deposition between 1994 and 2001. Percent change in the plan view area of the system (1.4% yr⁻¹) and the maximum migration rates (125 m yr⁻¹) suggest that this reach of the Amazon is less active than reaches upstream and the downstream reach between the confluences of the Jutaí and Japurá Rivers. Variations in discharge appear to be responsible for deposition and erosion dynamics observed after this remote sensing analysis in the Colombian reach of the Amazon River. Characteristics including multiple channels with vegetated islands developed from within-channel deposition, meandering planform, lateral activity of channel margins, and the absence of islands with saucer-like morphology suggest a multichannel, meandering pattern for this reach of the Amazon, that corresponds to a laterally active anabranching river.  相似文献   

Resee矿山遥感监测系统变化向导模块在矿山变化信息提取中的应用     

周保辰  陈建平  李珂  冯增文 《江苏地质》2014,38(3):470-473

依靠自主研发的Resee矿山遥感自动监测系统中的变化向导模块可对矿区进行方法评价及变化图斑提取,辅助相关部门监视工作区存在的部分违规采矿行为,很好地实现对矿区采矿行为及影像的动态监测,对矿山环境的变化进行有效的监督管理,大大提高了矿山监测的效率和准确性.  相似文献   

黄、东海陆架区悬浮体输运的时空变化规律   总被引：59，自引：5，他引：54  

孙效功  方明  黄伟 《海洋与湖沼》2000,31(6):581-587

利用ＮＯＡＡ卫星１９９５年１月－１９９７年２月的海洋遥感资料系统的分析和研究了黄、东海陆架区悬浮体向深海输运的时间和空间变化规律,并对其动力机制进行了分析和探讨,研究结果表明,黄、东海悬浮体在１１－３月份向外海输运阶段,５－９月份则同近海为内储阶段,４月份为输变退的月份,１０月份则是退变输的月份,其中３月份黄、东海悬浮体向东海深海输运得最远,９月份则向岸退得最远;黄、东海表面悬浮体向东海的输运范围一般皆位于１００ｍ等深线以内,并很难越过黑潮水系,而输向深海的悬浮体又大都在黄海暖流的作用下回输黄海,其大部输向韩国西南海域。  相似文献   

赤水河流域生态环境状况遥感监测分析          下载免费PDF全文

李慧璇  黄林峰  胡锋  宋善海  刘芸 《中低纬山地气象》2023,47(4):18-23

利用多源卫星遥感数据,对贵州赤水河流域2021年生态环境状况进行监测,定量评估赤水河流域的生态环境状况。结果表明：1）赤水河流域生态环境状况EI指数为68.15,生态环境状况综合评价为良;2）赤水河流域贵州段的土地利用类型主要以林地和耕地为主,流域监测区内生境质量为I级,生物多样性丰富;3）流域NDVI平均值0.42,植被覆盖度高,固土护坡、水源涵养能力较强;4）流域雨水充沛,河网密布,水网密度高达6.8;5）流域土地坡度起伏大,监测区内中度以上土地侵蚀强度的土地面积约占49%。相比,流域污染负荷指数较低,生态环境治理成效持续显现。  相似文献   

基于多源卫星数据的南海油气井平台遥感提取方法研究——以湄公盆地周边海域为例          下载免费PDF全文

王明珠  陈颖民  韩飞  陈婕  许国强  李柏权  江佳琳 《海洋开发与管理》2022,39(3):72-78

文章以湄公盆地周边海域为研究区,利用遥感技术手段,综合多时相、多源卫星数据,探讨不同数据源海上油气井平台提取方法。本次研究,首先基于1992—2018年27景多时相夜间灯光数据和2019年两期SAR数据,分别采用高斯滤波法和双参数CFAR法,实现了全区域油气井平台的自动化提取;然后,针对有确定性资料辅助判定的区域,采用人工目视解译的方法,对长时间序列Landsat-8 OLI及YG24号光学卫星影像进行提取,并将解译结果作为标准数据,用于验证前两种自动提取方法的精度。结果表明：夜间灯光影像数据易获取、成本低,提取方法简单,而SAR影像提取结果的精度高、流程烦琐,建议根据多源卫星数据的特点相互结合,实现快速、高效、精确的信息提取,应用于海上油气井平台监测。  相似文献