基于图像识别的山地城市绿色空间景观生态破损区域监测技术Image recognition based ecological damage area monitoring technology for green space landscape of mountainous cities
杜娟,唐岱
摘要(Abstract):
传统区域监测方法不能根据山地城市绿色空间景观生态破损区域的具体图像情况进行实时监测。为了有效解决此问题,建立新型基于图像识别的山地城市绿色空间景观生态破损区域实时监测模型。通过山地城市绿色空间景观生态破损区域特征判断、基于特征判断的识别方法确定、卷积神经网络,完成山地城市绿色空间景观生态破损区域的图像识别。通过实时目标检测、确定实时监测区域、透视变换,完成基于图像识别区域实时监测模型的搭建。设计对比实验结果表明,新型区域监测模型与传统模型相比,充分提升了山地城市绿色空间景观生态破损区域识别图像的清晰度,并可对区域内景观进行实时监测。
关键词(KeyWords): 图像识别;山地城市;绿色空间景观;生态破损区域;区域监测;特征判断;卷积神经网络;透视变换
基金项目(Foundation): 国家自然科学青年基金(31500459)~~
作者(Author): 杜娟,唐岱
DOI: 10.16652/j.issn.1004-373x.2018.12.017
参考文献(References):
- [1]丁雨賝,冯长春,王利伟.山地区域土地生态红线划定方法与实证研究:以重庆市涪陵区义和镇为例[J].地理科学进展,2016,35(7):851-859.DING Yuchen,FENG Changchun,WANG Liwei.Determination of ecological red line of mountainous areas:a case study of Yihe town in Chongqing municipality[J].Progress in geography,2016,35(7):851-859.
- [2]原玥,王宏,原培新,等.一种改进的Hu不变矩算法在存储介质图像识别中的应用[J].仪器仪表学报,2016,37(5):1042-1048.YUAN Yue,WANG Hong,YUAN Peixin,et al.An improved Hu invariant moment algorithm for storage medium image recognition[J].Chinese journal of scientific instrument,2016,37(5):1042-1048.
- [3]刘龙,李建奇,魏光宇,等.基于图像识别的自主寻迹智能小车设计[J].湖南文理学院学报(自然科学版),2016,28(3):62-66.LIU Long,LI Jianqi,WEI Guangyu,et al.Image-based autonomous tracking intelligent vehicle design[J].Journal of Hunan University of Arts and Science(Natural science edition),2016,28(3):62-66.
- [4]毛文涛,王文朋,蒋梦雪,等.基于局部特征过滤的快速火焰图像识别方法[J].计算机应用,2016,36(10):2907-2911.MAO Wentao,WANG Wenming,JIANG Mengxue,et al.Fast flame recognition approach based on local feature filtering[J].Journal of computer applications,2016,36(10):2907-2911.
- [5]熊勇,张俊丽,黄立文.基于GA-LPA算法的船舶图像识别方法研究[J].广西大学学报(自然科学版),2016,41(2):554-561.XIONG Yong,ZHANG Junli,HUANG Liwen.Study on ship image recognition based on GA-LPA algorithm[J].Journal of Guangxi University(Natural science edition),2016,41(2):554-561.
- [6]赵媛,孙夏,Aaron Fenster,等.一种基于深度学习的颈动脉斑块超声图像识别方法[J].中国医疗器械信息,2017,23(9):9-11.ZHAO Yuan,SUN Xia,FENSTER A,et al.A novel deep learning based method for carotid plaque ultrasound images recognition[J].China medical device information,2017,23(9):9-11.
- [7]王林惠,甘海明,岳学军,等.基于图像识别的无人机精准喷雾控制系统的研究[J].华南农业大学学报,2016,37(6):23-30.WANG Linhui,GAN Haiming,YUE Xuejun,et al.Design of a precision spraying control system with unmanned aerial vehicle based on image recognition[J].Journal of South China Agricultural University,2016,37(6):23-30.
- [8]王一丁,段强宇,徐林林.基于图像质量参数优化的异质手背静脉图像识别算法的研究[J].北方工业大学学报,2016,28(1):1-6.WANG Yiding,DUAN Qiangyu,XU Linlin.The research on heterogeneous dorsal hand vein image recognition based on image quality parameters optimization[J].Journal of North China University of Technology,2016,28(1):1-6.
- [9]秦丰,刘东霞,孙炳达,等.基于深度学习和支持向量机的4种苜蓿叶部病害图像识别[J].中国农业大学学报,2017,22(7):123-133.QIN Feng,LIU Dongxia,SUN Bingda,et al.Image recognition of four different alfalfa leaf diseases based on deep learning and support vector machine[J].Journal of China Agricultural University,2017,22(7):123-133.
- [10]韩豫,张泾杰,孙昊,等.基于图像识别的建筑工人智能安全检查系统设计与实现[J].中国安全生产科学技术,2016,12(10):142-148.HAN Yu,ZHANG Jingjie,SUN Hao,et al.Design and implementation of intelligent safety inspection system for construction workers based on image recognition[J].Journal of safety science and technology,2016,12(10):142-148.
- [11]LIANG H,CHEN D,ZHANG Q.Assessing urban green space distribution in a compact megacity by landscape metrics[J].Journal of environmental engineering&landscape management,2017,25(1):64-74.