马磊｜南京大学｜学者主页

期刊论文

2026

卡拉麦里国家公园植被指数时空变化研究

马磊，张海军，肖慧，张云，高新生

《生态与资源》

2026

塔里木河流域荒漠河岸林生态系统健康评价指标体系构建与应用

马磊，张海军，肖慧，杨茨，全伟琳

《生态与资源》

DOI

2025

基于无人机遥感的卡拉麦里国家公园荒漠植物深度学习分类方法

马磊，张海军，肖慧，张云，高新生

《林业科技通讯》

DOI

2025

High-precision population estimates by remote sensing big data and advanced transformer deep learning model

Ziyun Yan, Lei Ma, Xuan Wang, Yong‐Il Kim, Liqiang Zhang

Remote Sensing Applications Society and Environment

DOI

2024

SSP-RCP耦合情景的城市局地气候分区模拟——以南京市为例

周亮，马磊，陈成

《时空信息学报》

2024

基于生成对抗网络的遥感光学影像舰船样本仿真

冀锐，马磊，张靖，王卫红，郭祉辀，万献慈，肖蕾，万玮

《北京大学学报(自然科学版)》

2024

Deep Learning Meets Object-Based Image Analysis: Tasks, challenges, strategies, and perspectives

Lei Ma, Ziyun Yan, Mengmeng Li, Tao Liu, Liqin Tan, Xuan Wang, Weiqiang He, Ruikun Wang, Guangjun He, Heng Lu, Thomas Blaschke

IEEE Geoscience and Remote Sensing Magazine

DOI

2024

Transformers for Remote Sensing: A Systematic Review and Analysis

R Z Wang, Lei Ma, Guangjun He, Brian Alan Johnson, Ziyun Yan, Ming Chang, Ying Liang

Sensors

DOI

2023

基于深度学习的遥感样本库一致性评估

姚照原，马磊，万玮，宋本钦，王卫红，邓继伟，肖蕾，冀锐，魏之皓，崔要奎

《北京大学学报(自然科学版)》

2023

Towards better exploiting object-based image analysis paradigm for local climate zones mapping

Lei Ma, Ziyun Yan, Weiqiang He, Ligang Lv, Guangjun He, Manchun Li

ISPRS Journal of Photogrammetry and Remote Sensing

DOI

2023

Projecting high resolution population distribution using Local Climate Zones and multi-source big data

Lei Ma, Liang Zhou, Thomas Blaschke, Ziyun Yan, Weiqiang He, Heng Lü, Matthias Demuzere, Xuan Wang, Xiao Xiang Zhu, Liqiang Zhang

Remote Sensing Applications Society and Environment

DOI

2023

Evaluation of advanced time series similarity measures for object-based cropland mapping

Weiqiang He, Lei Ma, Ziyun Yan, Heng Lü

International Journal of Remote Sensing

DOI

2023

Investigating urban heat-related health risks based on local climate zones: A case study of Changzhou in China

Lei Ma, Guoan Huang, Brian Alan Johnson, Zhenjie Chen, Manchun Li, Ziyun Yan, Wenfeng Zhan, Heng Lü, Weiqiang He, Dongjie Lian

Sustainable Cities and Society

DOI

2022

Comparing Object-Based and Pixel-Based Methods for Local Climate Zones Mapping with Multi-Source Data

Ziyun Yan, Lei Ma, Weiqiang He, Liang Zhou, Heng Lü, Gang Liu, Guoan Huang

Remote Sensing

DOI

2022

Patch-Based Local Climate Zones Mapping and Population Distribution Pattern in Provincial Capital Cities of China

Liang Zhou, Lei Ma, Brian Alan Johnson, Ziyun Yan, Feixue Li, Manchun Li

ISPRS International Journal of Geo-Information

DOI

2021

Local climate zones mapping using object-based image analysis and validation of its effectiveness through urban surface temperature analysis in China

Lei Ma, Ziyu Yang, Liang Zhou, Heng Lü, Gaofei Yin

Building and Environment

DOI

2021

Advances of Local Climate Zone Mapping and Its Practice Using Object-Based Image Analysis

Lei Ma, Xiao Xiang Zhu, Chunping Qiu, Thomas Blaschke, Manchun Li

Atmosphere

DOI

2020

面向对象遥感影像分析理论与方法

马磊

2019

一种正样本单分类框架下的高分辨率遥感影像建筑物变化检测算法

刘波，燕琴，刘恒飞，马磊

《测绘工程》

DOI

2019

一种结合空间邻域关系特征的面向对象遥感影像变化检测方法

刘波，燕琴，马磊，吕文清

《测绘工程》

DOI

2018

Using convolutional neural network to identify irregular segmentation objects from very high-resolution remote sensing imagery

Tengyu Fu, Lei Ma, Manchun Li, Brian Alan Johnson

Journal of Applied Remote Sensing

DOI

2018

Active learning for object-based image classification using predefined training objects

Lei Ma, Tengyu Fu, Manchun Li

International Journal of Remote Sensing

DOI

2017

2001-2015年喜马拉雅南麓地区植被变化遥感监测

马磊，闫浩文，何毅，张乾，刘波

《干旱区地理》

2017

Identifying industrial heat sources using time-series of the VIIRS Nightfire product with an object-oriented approach

Yongxue Liu, Chuanmin Hu, Wenfeng Zhan, Chao Sun, Brock Murch, Lei Ma

Remote Sensing of Environment

DOI

2017

A review of supervised object-based land-cover image classification

Lei Ma, Manchun Li, Xiaoxue Ma, Liang Cheng, Peijun Du, Yongxue Liu

ISPRS Journal of Photogrammetry and Remote Sensing

DOI

2017

Evaluation of Feature Selection Methods for Object-Based Land Cover Mapping of Unmanned Aerial Vehicle Imagery Using Random Forest and Support Vector Machine Classifiers

Lei Ma, Tengyu Fu, Thomas Blaschke, Manchun Li, Dirk Tiede A, Zhenjin Zhou, Xiaoxue Ma, Deliang Chen

ISPRS International Journal of Geo-Information

DOI

2017

A Novel Wrapper Approach for Feature Selection in Object-Based Image Classification Using Polygon-Based Cross-Validation

Lei Ma, Manchun Li, Yu Gao, Tan Chen, Xiaoxue Ma, Le’an Qu

IEEE Geoscience and Remote Sensing Letters

DOI

2016

面向对象高空间分辨率遥感影像分析不确定性研究

马磊

《南京大学》

2016

混合像元分解技术及其进展

陈晋，马磊，陈学泓，饶玉晗

《遥感学报》

2016

Object-Based Change Detection in Urban Areas: The Effects of Segmentation Strategy, Scale, and Feature Space on Unsupervised Methods

Lei Ma, Manchun Li, Thomas Blaschke, Xiaoxue Ma, Dirk Tiede A, Liang Cheng, Zhenjie Chen, Dong Chen

Remote Sensing

DOI

2016

A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments

Manchun Li, Lei Ma, Thomas Blaschke, Liang Cheng, Dirk Tiede A

International Journal of Applied Earth Observation and Geoinformation

DOI

2015

Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery

Lei Ma, Liang Cheng, Manchun Li, Yongxue Liu, Xiaoxue Ma

ISPRS Journal of Photogrammetry and Remote Sensing

DOI

书籍章节

2018

Uncertainty of Object-Based Image Analysis for Drone Survey Images

Lei Ma, Gaofei Yin, Zhenjin Zhou, Heng Lü, Manchun Li

InTech eBooks

DOI

马磊

精选作品

期刊论文

卡拉麦里国家公园植被指数时空变化研究

塔里木河流域荒漠河岸林生态系统健康评价指标体系构建与应用

基于无人机遥感的卡拉麦里国家公园荒漠植物深度学习分类方法

High-precision population estimates by remote sensing big data and advanced transformer deep learning model

SSP-RCP耦合情景的城市局地气候分区模拟——以南京市为例

基于生成对抗网络的遥感光学影像舰船样本仿真

Deep Learning Meets Object-Based Image Analysis: Tasks, challenges, strategies, and perspectives

Transformers for Remote Sensing: A Systematic Review and Analysis

基于深度学习的遥感样本库一致性评估

Towards better exploiting object-based image analysis paradigm for local climate zones mapping

Projecting high resolution population distribution using Local Climate Zones and multi-source big data

Evaluation of advanced time series similarity measures for object-based cropland mapping

Investigating urban heat-related health risks based on local climate zones: A case study of Changzhou in China

Comparing Object-Based and Pixel-Based Methods for Local Climate Zones Mapping with Multi-Source Data

Patch-Based Local Climate Zones Mapping and Population Distribution Pattern in Provincial Capital Cities of China

Local climate zones mapping using object-based image analysis and validation of its effectiveness through urban surface temperature analysis in China

Advances of Local Climate Zone Mapping and Its Practice Using Object-Based Image Analysis

面向对象遥感影像分析理论与方法

一种正样本单分类框架下的高分辨率遥感影像建筑物变化检测算法

一种结合空间邻域关系特征的面向对象遥感影像变化检测方法

Using convolutional neural network to identify irregular segmentation objects from very high-resolution remote sensing imagery

Active learning for object-based image classification using predefined training objects

2001-2015年喜马拉雅南麓地区植被变化遥感监测

Identifying industrial heat sources using time-series of the VIIRS Nightfire product with an object-oriented approach

A review of supervised object-based land-cover image classification

Evaluation of Feature Selection Methods for Object-Based Land Cover Mapping of Unmanned Aerial Vehicle Imagery Using Random Forest and Support Vector Machine Classifiers

A Novel Wrapper Approach for Feature Selection in Object-Based Image Classification Using Polygon-Based Cross-Validation

面向对象高空间分辨率遥感影像分析不确定性研究

混合像元分解技术及其进展

Object-Based Change Detection in Urban Areas: The Effects of Segmentation Strategy, Scale, and Feature Space on Unsupervised Methods

A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments

Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery

书籍章节

Uncertainty of Object-Based Image Analysis for Drone Survey Images

研究方向