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ISPRS International Journal of Geo-Information, Volume 11, Issue 10

2022 October - 38 articles

Cover Story: Deep learning has been investigated for the pattern recognition of complex road junctions to provide support for many applications. The existing methods usually generate raster images from vector junctions with a predefined sampling area coverage, which makes it difficult to ensure the integrity and clarity of junctions of different sizes. This study proposes a stacking ensemble learning method to address this issue. The ensemble learning strategy aims to obtain a finer result by combining the outputs of two or more CNN-based base-classifiers, which are constructed to classify the junction patterns by collecting images with different sampling area coverages. This method improved the classification accuracy for junction patterns compared to existing CNN-based classifiers that were trained using raster images of junctions with a fixed area coverage. View this paper
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Articles (38)

  • Article
  • Open Access
3 Citations
3,090 Views
19 Pages

Social distancing is an effective method for controlling the COVID-19 pandemic by decreasing population mobility, but it has also negatively affected local business sales. This paper explores the spatio-temporal impact of population mobility on local...

  • Article
  • Open Access
3 Citations
3,005 Views
20 Pages

Topological Access Methods for Spatial and Spatiotemporal Data

  • Markus Wilhelm Jahn and
  • Patrick Erik Bradley

In order to perform topological queries on geographic data, it is necessary to first develop a topological access method (TOAM). Using the fact that any (incidence or other binary) relation produces a topology which includes the common usage of topol...

  • Article
  • Open Access
9 Citations
10,236 Views
20 Pages

GIS Based Procedural Modeling in 3D Urban Design

  • Ming Zhang,
  • Jielin Wu,
  • Yang Liu,
  • Ji Zhang and
  • Guanyao Li

Traditional urban design is time-consuming and laborious. We propose a computer-generated architecture (CGA)-based workflow in this work, with the goal of allowing designers to take advantage of a high level of automation. This workflow is based on p...

  • Article
  • Open Access
12 Citations
4,216 Views
22 Pages

The Polygonal 3D Layout Reconstruction of an Indoor Environment via Voxel-Based Room Segmentation and Space Partition

  • Fan Yang,
  • You Li,
  • Mingliang Che,
  • Shihua Wang,
  • Yingli Wang,
  • Jiyi Zhang,
  • Xinliang Cao and
  • Chi Zhang

An increasing number of applications require the accurate 3D layout reconstruction of indoor environments. Various devices including laser scanners and color and depth (RGB-D) cameras can be used for this purpose and provide abundant and highly preci...

  • Article
  • Open Access
8 Citations
2,920 Views
15 Pages

Crime prediction is crucial for sustainable urban development and protecting citizens’ quality of life. However, there exist some challenges in this regard. First, the spatio-temporal correlations in crime data are relatively complex and are he...

  • Article
  • Open Access
7 Citations
4,233 Views
17 Pages

This study proposes a time-space compression (TSC) model and evaluates the TSC effect of high-speed rail (HSR) on a sample of 2662 classified tourist destinations from 2008 to 2019 in China with the help of GIS technology. Based on panel models, this...

  • Article
  • Open Access
8 Citations
3,212 Views
14 Pages

The shape encoding of geospatial objects is a key problem in the fields of cartography and geoscience. Although traditional geometric-based methods have made great progress, deep learning techniques offer a development opportunity for this classical...

  • Article
  • Open Access
5 Citations
3,787 Views
16 Pages

Cartographic representations are subject to sensory perception and rely on the translation of sensory perceptions into cartographic symbols. In this respect, cartography is closely related to aesthetics, as it represents an academic discipline of sen...

  • Article
  • Open Access
5 Citations
3,398 Views
15 Pages

Invasive species are an important and growing issue of concern for land managers, and the ability to collect and visualize species coverage data is vital to the management of invasive and native species. This is particularly true of spatial data, whi...

  • Article
  • Open Access
19 Citations
3,936 Views
29 Pages

Socio-Ecological Vulnerability in Aba Prefecture, Western Sichuan Plateau: Evaluation, Driving Forces and Scenario Simulation

  • Xingping Yang,
  • Xiaoai Dai,
  • Wenyu Li,
  • Heng Lu,
  • Chao Liu,
  • Naiwen Li,
  • Zhengli Yang,
  • Yuxin He,
  • Weile Li and
  • Youlin Wang
  • + 3 authors

With the social and economic development in recent years, human activities have been more extensive and intensified. As a result, ecosystems are damaged to varying degrees, and regional ecological environments tend to be weaker. The socio-ecological...

  • Article
  • Open Access
9 Citations
2,878 Views
15 Pages

Recognizing the patterns of road junctions in a road network plays a crucial role in various applications. Owing to the diversity and complexity of morphologies of road junctions, traditional methods that rely heavily on manual settings of features a...

  • Article
  • Open Access
23 Citations
4,085 Views
27 Pages

Nighttime lights remote sensing has a significant advantage in exploring the economic development of cities. Based on nighttime lighting data, this study employed spatial direction analysis, exploratory spatial data analysis, and social network analy...

  • Article
  • Open Access
11 Citations
3,367 Views
18 Pages

Urban built-up areas are not only the spatial carriers of urban activities but also the direct embodiment of urban expansion. Therefore, it is of great practical significance to accurately extract urban built-up areas to judge the process of urbaniza...

  • Article
  • Open Access
6 Citations
3,209 Views
19 Pages

Inner Mongolia (IM) is one of the five major pastoral areas in China, and animal husbandry is its traditional industry. The population of livestock is an important factor affecting the sustainable development of livestock and grassland. Due to the sp...

  • Article
  • Open Access
3 Citations
2,655 Views
20 Pages

As the most basic physical geographic elements, basin terrain and river networks have high spatial complexity and are closely related. However, there is little research on the correlation between terrain and river networks. In this paper, the Yellow...

  • Article
  • Open Access
17 Citations
4,037 Views
18 Pages

With population ageing being a notable demographic phenomenon, aging in place is an efficient model to accommodate the mounting aging needs. Based on the community scale, this study takes the 15-min community-life circle as the basic research unit to...

  • Article
  • Open Access
9 Citations
3,746 Views
17 Pages

Using Machine Learning to Extract Building Inventory Information Based on LiDAR Data

  • Gordana Kaplan,
  • Resul Comert,
  • Onur Kaplan,
  • Dilek Kucuk Matci and
  • Ugur Avdan

The extraction of building inventory information is vital for damage assessment and planning and modelling studies. In the last few years, the conventional data extraction for building inventory was overcome using various remote sensing data and tech...

  • Article
  • Open Access
12 Citations
19,190 Views
13 Pages

Sustainable development goal (SDG) 3 promotes well-being and healthy lives for people of all ages. However, based on the literature, one of the main challenges to achieving SDG 3 is inequality in access to health care. In order to support the efforts...

  • Article
  • Open Access
6 Citations
3,214 Views
15 Pages

Frequent severe heat waves have caused a series of health problems for urban dwellers. Swimming, an exercise that combines both cooling off and moderate to vigorous physical activity (MVPA), is one solution for alleviating the conflict between urban...

  • Article
  • Open Access
5 Citations
3,242 Views
12 Pages

Ndist2vec: Node with Landmark and New Distance to Vector Method for Predicting Shortest Path Distance along Road Networks

  • Xu Chen,
  • Shaohua Wang,
  • Huilai Li,
  • Fangzheng Lyu,
  • Haojian Liang,
  • Xueyan Zhang and
  • Yang Zhong

The ability to quickly calculate or query the shortest path distance between nodes on a road network is essential for many real-world applications. However, the traditional graph traversal shortest path algorithm methods, such as Dijkstra and Floyd&n...

  • Article
  • Open Access
6 Citations
3,229 Views
14 Pages

Towards Integrated Land Management: The Role of Green Infrastructure

  • Samanta Bačić,
  • Hrvoje Tomić,
  • Goran Andlar and
  • Miodrag Roić

Today, more than half of the world’s population lives in urban areas, and this percentage is increasing every day. Accelerated urbanization leads to overbuilding, air and environmental pollution, climate change, and various other environmental...

  • Article
  • Open Access
3,130 Views
18 Pages

Regarding the rapid development of urban agglomeration (UA) in Guangdong Province in the past two decades, this study revealed the temporal and spatial evolution of the urban pattern of the province and the current urbanization process. This study de...

  • Article
  • Open Access
2 Citations
3,285 Views
13 Pages

Many countries, including China, have implemented the spatial government policy widely known as urban growth boundary (UGB) for managing future urban growth. However, few studies have asked why we need UGB, especially pre-evaluating the utility of UG...

  • Article
  • Open Access
7 Citations
4,448 Views
14 Pages

Indramayu Regency is the highest rice producer in West Java province, Indonesia. According to the Central Statistics Agency (BPS), in 2021, rice production in 2020 reached 1,365,435.39 tons of GKG (milled dry grain). Technological developments in the...

  • Article
  • Open Access
7 Citations
3,110 Views
31 Pages

Passenger flow is an important benchmark for measuring tourism benefits, and accurate tourism passenger flow prediction is of great significance to the government and related tourism enterprises and can promote the sustainable development of China&rs...

  • Article
  • Open Access
6 Citations
5,344 Views
17 Pages

A GIS Pipeline to Produce GeoAI Datasets from Drone Overhead Imagery

  • John R. Ballesteros,
  • German Sanchez-Torres and
  • John W. Branch-Bedoya

Drone imagery is becoming the main source of overhead information to support decisions in many different fields, especially with deep learning integration. Datasets to train object detection and semantic segmentation models to solve geospatial data a...

  • Article
  • Open Access
6 Citations
4,314 Views
16 Pages

Diversity in economic activity can be found at different spatial scales in cities’ urban morphology. Spatial capital is defined as the area’s physical appearance, which is important for enhancing economic activities in urban areas. It add...

  • Article
  • Open Access
5 Citations
2,595 Views
18 Pages

Terrain viewshed analysis based on the digital elevation model (DEM) is of significant application value. A lot of viewshed analysis algorithms have been proposed, including R3 as the accurate one and others as efficient ones. The R3 algorithm is acc...

  • Article
  • Open Access
1 Citations
2,860 Views
21 Pages

Variable-Scale Visualization of High-Density Polygonal Buildings on a Tile Map

  • Zhixiong Chen,
  • Yilang Shen,
  • Xinlin Lv,
  • Qiaolin Qin and
  • Xin Chen

To better satisfy user’s needs for the accurate visualization of massive amounts of geographic data, the variable-scale expression of map content based on multilevel data organization has attracted increasing attention. Traditional methods base...

  • Article
  • Open Access
66 Citations
7,385 Views
30 Pages

Running can promote public health. However, the association between running and the built environment, especially in terms of micro street-level factors, has rarely been studied. This study explored the influence of built environments at different sc...

  • Article
  • Open Access
3 Citations
2,027 Views
18 Pages

ICD: VHR-Oriented Interactive Change-Detection Algorithm

  • Zhuoran Jiang,
  • Xinxin Zhou,
  • Wei Cao,
  • Zaihong Sun and
  • Changbin Wu

In recent years, deep learning has become the mainstream development direction in the change-detection field, and its accuracy and speed have also reached a high level. However, the change-detection method based on deep learning cannot predict all th...

  • Article
  • Open Access
12 Citations
3,139 Views
21 Pages

GPS trajectory and remote sensing data are crucial for updating urban road networks because they contain critical spatial and temporal information. Existing road network updating methods, whether trajectory-based (TB) or image-based (IB), do not inte...

  • Article
  • Open Access
3 Citations
2,654 Views
27 Pages

The purpose of this paper is to provide new ideas and methods for the sustainable use of groundwater in areas with serious groundwater overexploitation and serious groundwater pollution. Geographic information systems (GIS) were combined with machine...

  • Article
  • Open Access
4 Citations
3,271 Views
21 Pages

Knowledge and experiences of violence transform the ways in which individuals perceive the urban landscape, construct and reproduce (un)safety, and make everyday decisions regarding mobility and the use of space. This knowledge and these experiences...

  • Feature Paper
  • Article
  • Open Access
4 Citations
2,615 Views
14 Pages

Spatial Modeling of COVID-19 Prevalence Using Adaptive Neuro-Fuzzy Inference System

  • Mohammad Tabasi,
  • Ali Asghar Alesheikh,
  • Mohsen Kalantari,
  • Elnaz Babaie and
  • Abolfazl Mollalo

This study is dedicated to modeling the spatial variation in COVID-19 prevalence using the adaptive neuro-fuzzy inference system (ANFIS) when dealing with nonlinear relationships, especially useful for small areas or small sample size problems. We co...

  • Article
  • Open Access
7 Citations
2,940 Views
22 Pages

As cities continue to grow, the functions of urban areas change and problems arise from previously constructed urban planning schemes. Hence, the actual distribution of urban functional areas needs to be confirmed. POI data, as a representation of ur...

  • Article
  • Open Access
11 Citations
6,237 Views
23 Pages

Understanding public perceptions of images of urban public spaces can guide efforts to improve urban vitality and spatial diversity. The rise of social media data and breakthroughs in deep learning frameworks for computer vision provide new opportuni...

  • Article
  • Open Access
2 Citations
2,319 Views
13 Pages

The Design and Implementation of Geospatial Information Verification Middle Platform for Natural Resources Government Affairs

  • Fanrong Meng,
  • Junjie Zhou,
  • Dengkui Kong,
  • Min Yao,
  • Kongyi Wu,
  • Xuchun Liu,
  • Xuefei Wang and
  • Yike Guo

Geospatial Information Verification Mid-End Platform for Natural Resource Administration is designed in response to issues such as repeated development, low scalability, and inconsistent verification rules in existing approval and supervision applica...

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ISPRS Int. J. Geo-Inf. - ISSN 2220-9964